{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "学习目标\n",
    "- 知道seaborn的基本使用\n",
    "- 会绘制单变量分布图形\n",
    "- 会绘制双变量分布图形\n",
    "- 会绘制成对的双变量分布图形"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "8872a2417770c241"
  },
  {
   "cell_type": "markdown",
   "source": [
    "Matplotlib虽然已经是比较优秀的绘图库了，但是它有个今人头疼的问题，那就是API使用过于复杂，它里面有上千个函数和参数，属于典型的那种可以用它做任何事，却无从下手。\n",
    "\n",
    "Seaborn基于 Matplotlib核心库进行了更高级的API封装，可以轻松地画出更漂亮的图形，而Seaborn的漂亮主要体现在配色更加舒服，以及图形元素的样式更加细腻。\n",
    "\n",
    "# 1 可视化数据的分布\n",
    "当处理一组数据时，通常先要做的就是了解变量是如何分布的。\n",
    "- 对于单变量的数据来说 采用直方图或核密度曲线是个不错的选择，\n",
    "- 对于双变量来说，可采用多面板图形展现，比如 散点图、二维直方图、核密度估计图形等。\n",
    "针对这种情况， Seaborn库提供了对单变量和双变量分布的绘制函数，如 displot()函数、 jointplot()函数，下面来介绍这些函数的使用，具体内容如下：\n",
    "# 2 绘制单变量分布\n",
    "可以采用最简单的直方图描述单变量的分布情况。 Seaborn中提供了 distplot()函数，它默认绘制的是一个带有核密度估计曲线的直方图。 distplot()函数的语法格式如下。\n",
    "```python\n",
    "seaborn.distplot(a, bins=None, hist=True, kde=True, rug=False, fit=None, color=None)\n",
    "```\n",
    "上述函数中常用参数的含义如下：\n",
    "- (1) a：表示要观察的数据，可以是 Series、一维数组或列表。\n",
    "- (2) bins：用于控制条形的数量。\n",
    "- (3) hist：接收布尔类型，表示是否绘制(标注)直方图。\n",
    "- (4) kde：接收布尔类型，表示是否绘制高斯核密度估计曲线。\n",
    "- (5) rug：接收布尔类型，表示是否在支持的轴方向上绘制rugplot。\n",
    "通过 distplot())函数绘制直方图的示例如下。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "332aa451eb2fd1bb"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\daiwencheng\\AppData\\Local\\Temp\\ipykernel_11032\\2883603851.py:8: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  ax = sns.distplot(arr, bins=10, hist=True, kde=True, rug=True)  # 绘制直方图\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "sns.set()\n",
    "np.random.seed(0)  # 确定随机数生成器的种子,如果不使用每次生成图形不一样\n",
    "arr = np.random.randn(100)  # 生成随机数组\n",
    "\n",
    "ax = sns.distplot(arr, bins=10, hist=True, kde=True, rug=True)  # 绘制直方图"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T03:14:59.545861900Z",
     "start_time": "2024-02-23T03:14:59.378720Z"
    }
   },
   "id": "c7722bbdf0651529",
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "从上图中看出：\n",
    "- 直方图共有10个条柱，每个条柱的颜色为蓝色，并且有核密度估计曲线。\n",
    "- 根据条柱的高度可知，位于-1-1区间的随机数值偏多，小于-2的随机数值偏少。\n",
    "通常，采用直方图可以比较直观地展现样本数据的分布情况，不过，直方图存在一些问题，它会因为条柱数量的不同导致直方图的效果有很大的差异。为了解决这个问题，可以绘制核密度估计曲线进行展现。\n",
    "- 核密度估计是在概率论中用来估计未知的密度函数，属于非参数检验方法之一，可以比较直观地看出数据样本本身的分布特征。\n",
    "\n",
    "通过 distplot()函数绘制核密度估计曲线的示例如下。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "3e8b65387abdc870"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\daiwencheng\\AppData\\Local\\Temp\\ipykernel_11032\\1916543565.py:4: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(array_random, hist=False, rug=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Axes: ylabel='Density'>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建包含500个位于[0，100]之间整数的随机数组\n",
    "array_random = np.random.randint(0, 100, 500)\n",
    "# 绘制核密度估计曲线\n",
    "sns.distplot(array_random, hist=False, rug=True)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T03:17:53.946814Z",
     "start_time": "2024-02-23T03:17:53.815373600Z"
    }
   },
   "id": "e1136ffc11ff403c",
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "图表中有一条核密度估计曲线，并且在x轴的上方生成了观测数值的小细条。\n",
    "# 3 绘制双变量分布\n",
    "两个变量的二元分布可视化也很有用。在 Seaborn中最简单的方法是使用 jointplot()函数，该函数可以创建一个多面板图形，比如散点图、二维直方图、核密度估计等，以显示两个变量之间的双变量关系及每个变量在单坐标轴上的单变量分布。\n",
    "\n",
    "jointplot()函数的语法格式如下。\n",
    "```\n",
    "seaborn.jointplot(x, y, data=None, \n",
    "                  kind='scatter', stat_func=None, color=None, \n",
    "                  ratio=5, space=0.2, dropna=True)\n",
    "```\n",
    "上述函数中常用参数的含义如下：\n",
    "- (1) kind：表示绘制图形的类型。\n",
    "- (2) stat_func：用于计算有关关系的统计量并标注图。\n",
    "- (3) color：表示绘图元素的颜色。\n",
    "- (4) size：用于设置图的大小(正方形)。\n",
    "- (5) ratio：表示中心图与侧边图的比例。该参数的值越大，则中心图的占比会越大。\n",
    "- (6) space：用于设置中心图与侧边图的间隔大小。\n",
    "下面以散点图、二维直方图、核密度估计曲线为例，为大家介绍如何使用 Seaborn绘制这些图形。\n",
    "\n",
    "## 3.1 绘制散点图\n",
    "调用 seaborn.jointplot()函数绘制散点图的示例如下。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "f6394b038c87c847"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.JointGrid at 0x2277d952e70>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 600x600 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "# 创建DataFrame对象\n",
    "dataframe_obj = pd.DataFrame({\"x\": np.random.randn(500),\"y\": np.random.randn(500)})\n",
    "# 绘制散布图\n",
    "sns.jointplot(x=\"x\", y=\"y\", data=dataframe_obj)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T03:54:51.808356200Z",
     "start_time": "2024-02-23T03:54:51.528468700Z"
    }
   },
   "id": "4e935a01707e38b2",
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "上述示例中，首先创建了一个 DataFrame对象 dataframe_obj作为散点图的数据，其中x轴和y轴的数据均为500个随机数，接着调用 jointplot0函数绘制一个散点图，散点图x轴的名称为“x”，y轴的名称为“y”。\n",
    "## 3.2 绘制二维直方图\n",
    " 二维直方图类似于“六边形”图，主要是因为它显示了落在六角形区域内的观察值的计数，适用于较大的数据集。当调用 jointplot()函数时，只要传入kind=\"hex\"，就可以绘制二维直方图，具体示例代码如下。\n",
    " "
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "13ce18c070847647"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.JointGrid at 0x2277b8a6270>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 600x600 with 3 Axes>",
      "image/png": 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3/W1Um52Piosqa+eYEln//T6mbvUpCel0jATLPudARYYuXLgA0zTxiU98An/5l3+JZ555Bvfdd19oO67roVJp9v08l0uMUsyeiBq0nVTqFsq10R697kaRJcxPH4z6j9OuaA5KOQHxZXVdDzc3xE8Eh/Jxoe8O8jko92rSx9Q4GGeblkqNgd+JOu8Mm8+IYG17oMSQj+d5eP/734+HHnoIv/7rvx76+jtlsB8kMURMLgdNDBHEQeJOmc/2mn2/TVYoFPClL30J733ve6Eo7eJKkoTTp09jbW0tkk3P46hU+qv0gxIZOkhM+ir2oJQTOFhlHQcHpf6TPqbGwUGMDA2bz4hgbbvvxdDGxgZ++qd/Gv/pP/0nvOMd7wAA2LaNc+fO4cknn4xst99htgn1AQRBEMQYGeUN5Xtpe1LY97nJ7r77brzzne/Ev/yX/xLPPvssXn/9dfz8z/88KpUKfviHf3ivi0cQBEEQxAFn34shAPit3/otvPWtb8U/+kf/CN/7vd+LUqmET3ziEzh8+PBeF40gCIIg9hRFkbb/JzIh7SRxIA9Qj8qg9zIwBkxPR3vfwyDoabLJPt9wUMoJ0NNkB+VeTfqYGgfjbNONjdrA70R9z1B3mV3PQ6nYoMSxHdxx7xkiCIIgCOIWjDE886lXsVZoYDYfx9NPnYUkMRJDISExRBAEQRAHmLVCAzfWB0eeiMEciDNDBEEQBEEQ44LEEEEQBEEQEw2JoQOOTE8OHAgcx4M3ec8qALiVWJMgCGK/QmeGuuC8/UZPEdmld9sW+6RCMq4hndBRa9ooV62RJ1tVkZBLGwDEltWfDEXXfxyTrF9GkVngi1UTTcttJ8FNG4jpYoadX3/RbSqy/rbjoVAxBZTsFowB6YQORZHG1qdE93+RbToum75d0Ryk+nfaFmmPDjPvf0gM9aBUaiCV0qGqysgDo3PC4pwLmcD8MvkWEoaCuK6gVLNQb9qh7fmTSyqu7vi7qLL6NkRNNJ3Xd9oVZVMEnHPUGjbKNQu+G3Q9jo1SE4YmI5c2oMjRArPd9R1X/UdpE49zVOstVOpiX/0Q0xXkUjokiY29T4ka+/1+Zz/Z7bQ5zjG13+s/jjHVajmo1azIdojbA4mhHriuh1KpCV1XkEwaAMIPtG7n2vn/ozjwbqd16/858mkDyZiKQsWEHfD17N2TS7ftqJPCoPp3fx7GZie9BJHYNo3mFK2Wi0LFhOP2vgdmy8XyRh2ZpIZUXAtsu1eb+v8eR/2jivem5aBYMeEKXA0rMkMuZcDQlb7tEHUCG1R///OoNvuNqajlHMeYup19qvMzkW06SjnHVX/P46jVmmi13FDXEnsDiaEBWJaDVquGREKHYbSjJkEGRS9H0EmUATzMgfh/VxUJc/l4e+usZqFf1Lvf5NLLbtjQedD6h3GKQevvfzeozV6OsNtuUKfoeh5KVQsN0xn62wBQrrVQa9rIpw0Y2uChuJd9Kmj9HddDsWLCFOj8GYBUQkM6oe0qV7+yiq6//9296FPdZe1nd5QxNcymyHL6fw9T/zBtul/q32i00GiIjYoS44XE0BA4B2o1C6ZpI5k0oKpy34ERdsUTxCkEcQTdNgEgGVMRN5Rdk3PQyaWXzUHl9D8LWk7/e+Oq/7CyBHHavT7vF/qvN22UBojPfrgux3qxiZguI5cyIHdtnYUpp/+dYZNC1Dbtvrbzb9VGS/jb0P3tRLkrajmsrHdCn+q2ud/rL7pPdX7W65og5dwLP23bLmo1E65LZ4QOGiSGAuI4HkqlBgxDRSKho3PrLKwj6GSQUwg7EXbblQBMZWJIxBwUK1Y7GhRycullt9f++n6sfy8HNspZgF42WrYbaluyH03LhWnVkUnpSMZ2RiGjtumg+ke1223TbLW3xByBzl+WGLIpHXFDjbRFcdD7VLf9g1L/UWz2qv8oNn26yzmuNuWco1o1YVnBosLE/oPEUEhM04ZlOUgmb22d+UQVGJ3XjuIE+tnUVRmHpuLbjkeE3U6n2P17o5R1HPX37UZ1hL3s+tEgkU9KcQDVRgsJQ4VfRBFtCoi/TwBQrpmo1MMf2B+EpkqYzcV7/l5YDmKf8u32+r0oNn17Ise+j6j69xLvo9r0r78dfqrZtNFohI8KE/sLEkMR8FcBAIdhBD8AGwSRtjptinIwnTZ7/VukXZE2x1F/syV+FagpsvCs0+NqU9MSfzBU30q8Oql9qte/RdkVbfMg1H8cde+0V62aME2xCwJib6CXLo4A7QsTBEFMLp432vY4sX8gMUQQBEEQxERDYoggCIIgiImGxBBBEARBEBMNiSGCIAiCICYaEkMEQRAEQUw0JIYIgiAIgpho6D1DBEEQBHGAmc3Hd/w/ER4SQwRBEARxQOGc4+mnzm7/t+t58Dx6B15YSAwRBEEQxAHFfxt2pdKE67aFEImh8JAYIgiCIIgDjut6cEZMGD3J0AHqEVAUea+LQBB7h/iUX8SEww9YtlNVpXjCnQKJoQioqoxcLgFNuyWGRAzi7gzLohxDpz2RNsdZTtF2bccTXv9ETIUkOAGk2XJgtdzt3xiV7nsvsv6puAbROVAbpgNPcDl7/b9IuwdhTPX771Ftiq5/r3+PalN0u3baisc1ZLNxKApNpQcdkrUhYIwhmdRhGCo457syIff6W1A6B2mnDRE2u+2NYrfzul5291v9PQ5cW6lieaMOQ5dxaiGDTFIXUn9DUzA/nUC5bqHWEJO5mnNgrdhAwlCQTRkAxPYpEffftxc3VOiqjGLVQtNyIpWxE02VkE8bkCVp129FgcZU74lftJ8S1ae6bY5a/26bnb8nsv6KIiGbjcM0bdTrFg5YcIvYgvGDFpcUgOt6KBTqoa4xDBXJpA6g/+D0B1mYwRZkwId1CkHKEdXRDLO5n+q/UWri8nIFLXvnPvp0xsDJhTQUWQpV/0HlaNkuChUTtsA9e4kBmaSOREzt+7uDyjnoGtF9ymw5KFZMOG54dyIxIJc2ENOVvhOX6D7VaTuozXGMqWHX7LcxJbL+QftplPoPq/u42pRzjlrNghVhcTAzkwp9TSfFYp3ODPUhSNuSGBqCokhIpQzIcnu1GmTwBB04YQZk0O9HdUh7YXNc9bdsFxeXyijVWn2/J0sMR+dSmJ+OgwMDt7vCTK5100GpagpdHWqKhFzagKoM7oNBJpfu74vsU5xzVBs2yjVr6G/7JOMqMgkdkjTc9rAy0Jja+/oH7YP7pf7jsMkYQ6vloFaz4LrBxQmJofFBYqgPQcQQY0AioSMW04RsKQT5+17a7DXgo6ygbkdZ+9nkHFhaq2FpvRZYjCQMBacWM0jF+9/nsPV3PY5S1UTDHH3rqJNkTEUmqYOx29emUe6/43ooVkyYW2efeqEq7S0xTQ33EAKNqcmt/yCbPvup/gDQbLZQr/dflHVCYmh8kBjqwzAxpOsKkkmj56QTls4BDGAkR9ht10e0ze7yjmqz054Im77dTnvFqolLNyoDJ+BBzOZiOHE4DVliwtrTarW3zpwQq8NhSBJDdmvrTHSfAnafMxnFZtNqb525Xue9ArIpHQlDjWz7dvWpSRpT4/ZTous/Dpvjqr/ncVSrJmx7sG8iMTQ+SAz1YZgYmp5OAhDjYH1EDdpx2xwX4yir2WpHXi7frKBQCb410w9FZrjrSBb5tDGyLR/OOWpNG6Xq6OXrRFdlTGdjQgR7J6JEVae9Sr2FaqOFmK4gm9K3D0iLsA3QmNrv9Rfdp8Zpe1z15xzY3KwN/B6JofERpG3pabIuRE8uO22Ltdu9OtzviK7/jfU6VjcbENUCjsuxvNEQKoYYY0jFNeFiyLJdWC0HMUMValdklMm3l0nqyGw9fCAaGlP7v/7jFJbjsD2ONoUwL0WMC3o5AkEQBEEQEw2JIYIgCIIgJhoSQwRBEARBTDQkhgiCIAiCmGhIDBEEQRAEMdGQGCIIgiAIYqIhMUQQBEEQxERDYoggCIIgiImGXrpIEARBEAccP5l4FDyvnTZkkiExRBAEQRAHFD/dRzodi2zD9TyUio2JFkQkhoixwzmHZbtQZAnKCKuXXqiKhJbAfDycc5SqFtJJDZKg1/JzzmG2XKgKE5aXC2hnh7cdF6oSLvP7IFqOi6bpIJ3QhKUl8DhHpdZCMq4Kvf+FiglNlZGKa8Js1ps2Gqa9lfdt/+Yn45zDarlQFPFjijhYMMbwZ599A1duViJdP5uP4+mnzkKSGIkh4hacA57ngTEmzBl2ZkQeRwJEkXZF23RcD8WKuZ1NPpPQkBpxovW2kn9qioRDU3HUTRulamtHdvSolOstlC8XENNlnF7MIp0YbaKtN21cWCqj1rTbGduTOpIxRUjblmotoNZCwlCQTRmQpOg2OedYKTRwZbkKz+NIxlScXswgERst91ml3sKFpRKaVlsMn1xIYzpjjFT/hmnj+dfWcH2tBsaAs8fzuO/k1EiiwPU8vHaliG9c3IDHgfnpOB47M4ekAKElekzZjodCpYmW3V4EZJI6UnFViO2D4FMOkk3fruuON4HqlZsV3FgfnAiWGAxlre+BJDEkEjoMQx15YHRnQRaRFXlcNjsdwaiOgXOOar2Fcr216zNZYsinDRh6eC3etBwUKuaOFQznHBxAudZCtWGHtjmImayB44fT0EJGXxzXw/XVGm5u7O5nqiIhn9ahq+IiOowBuZSBuBFeaFUbLVxcKqNuOrs+OzydwJG5ZGih0XJcXLlZwXrJ3PVZOqHh1EIGcSPc/fc8jtevF/HSGxvwPL4j9WVMV/DY2TksziZD2QSAlc06vnpuFfXmrb7DGMAA3H9qGmeO5yJF9ESPKW9rTFV6jClFbo8pXYu2vr1dPsUnqt1uG6IEzDj9dLNpo9GwMGymHSVr/ceeeS6yGFqYSeLDTz96R2e9D9K2JIYGoKoyUlsr7rCDYtAgjTqAh10XdQAPui6KTXNLsAyL1MR0GbmUEejgX3eEqRecc9guR6Fibq+aRSBJDMfnUziUjw9tB845NssmLt2owB6yGkzEFOSS+kgRnW40RUIubUALILQcx8OVlQpWC82B31O3IjpTASI63RGmQSzOJrE4m4QcoP7rxQa+em61pxDoZH46jsfOHkIyQESrYTp4/rVVXF8bPIkkYioev3cO81OJoTZ9RI+ppuWgGGBMxXUF2bQeWLyNw0/51wLi6j9Om+Py07btolYzAwsMEkPjg8RQH4KKIZ9YTENia7skyGTgE/S7QQZa0O+GGcBhf3/Y91zXQ7Fqomn1FyzdMLTD/Mk+YX7OOaqNFsq1wZNgdzlrTRulqgWRW+AJQ8HpxSyS8d4TbdNycGGpPHTC7kRiQDalIxEhojOIVFxFOtFbaHHOsV5q4vLNChw3eAOlExpOL2YQ6xPRqzVsXFgq9Yww9UNTJZxayCCfNnp+brYcvHh+HZeXK2AAhpWWod2f7z811TeisyPCtHX4NAhHZpN45MzcwIiW6DEdZBHQjb8dm4gN3joL41Nu2RbjU8L6qXH5tKBlDWOTc6Bet2Ca4aLUJIbGB4mhPoQVQ0A7OpBM6tD1/ltn41rxRF2diLbZfX3nf9caNso1a+hk1Q9FlrbC/LciGkEjTP3KyDlQrFmoN4NPzkGYy8dwfD69vXXkehxLazXcWKtFrr+mtrfOwm7HDUJiDLm0jph+S2jVTRsXl8qRtxMZgIWuiI7jeri6UsXKZiNyWXMpHScX0jC2tnk457h4o4wXzq/Ddb1I7Zrciugc6ojorJea+OorK6EEqw9D2w88eNc07j6S2yE0RUd7wy4CetHejt0dJTwofipqWfcqgs4YQ7Npo163EGVaJTE0PkgM9SGKGPLRNBnJ5M6tMxH71uPYX/ftdtoQfWbJajkoVCw4gg4Ixg0FqbiKSr0VKsLUC78tLdvFZtkMFQUZhiIznDichiwxXLpZEbYtl4qryCQ0oVtnuiojndSwvNHoeYYpCpoq4eThNFyPh44w9YMx4OhcCoYm42uvrqJYtQSUFDgyl8R9J6dx/moBl28GizANI53Q8MS9c5jJxYWPKbO1tQgQ1F/9A/aMQbif6i57VG7X2cpx1d91PVSrFhwnus8iMTQ+grQtPU0WklbLRaFQRzyuIR7f+VTUKAO317Uitk26hZUIu77NetNGobL7gOwoNEwHjRDbLIPw66kpEmSJCRVDjsvxxvWyMHs+ZstFNhlsWzK4TQeX3xAjWHxatofXrpaE2QPaT3K+drWI9WID4qQgcH21huurtW2bIlqhWm/BbLlCJm3/es45ak0bRcFjymy56CyeSD8lqp+Oy08Bu8souv71uoVmU+yDG8Tth8RQRBqNFiSJIRYT9z4W4NZgE23Tdwii7DLGhh4Q3i8wxoS+i2icqLIk9N4D7clfpBAaJ/bWynocpRVpkwOBDpSHwT90KxpFEd+nRo2w9LMJiF0IdNodh81q1YRlid2GJ/aGA/G2rlKphF/6pV/CO9/5TjzyyCP40Ic+hK997Wt7XayJfkEVQRDEpDOBp0zuWA6EGPrpn/5pvPDCC/it3/ot/PEf/zHOnj2Lv/t3/y4uXbq010UjCIIgCOKAs+/F0NWrV/GFL3wB/+yf/TM89thjOHHiBD7ykY9gdnYWf/7nf77XxSMIgiAI4oCz78VQLpfDf/yP/xEPPPDA9t/8sy+VSrRcLARBEARBED77Xgyl02l88zd/MzTtVo6gT3/607h69Sre8Y537GHJCIIgCIK4EzhwT5M9//zz+Kf/9J/iPe95D971rndFtqMoo+tAke+CIQiCIA4WkiRBUfb+EPUoTwr71wVJi3Qnc6DE0F//9V/jZ37mZ/DII4/gN3/zNyPbkSSGXC54nqE7AdGP1hIEMdmMy6ccJF+VSvVOI3O7kWUJSsS31/siKJ2OiSzSgePAiKHf/d3fxa/+6q/iqaeewr/6V/9qx7ZZWDyPo1KJnjrAxzBUxGLRy3E7Ef3uDoIgJptx+ZSD5KuqVXOkt053MsoC3XW9yOVwt94XV6k0t/99pxGkbQ+EGHrmmWfwL/7Fv8AP/dAP4Rd+4ReEDBQRrx2n9wwRBEFMLp7n7YsUFu1cjNHmI/+6tqDa+7rsFfteDF2+fBm/9mu/hne/+9348R//cWxsbGx/ZhgGUqno+VwIgiAIgiD2vRj69Kc/Ddu28ZnPfAaf+cxndnz2Xd/1XfjoRz+6RyUjCIIgCOJOYN+LoZ/4iZ/AT/zET+x1MXbBWDuD/UFC+F78AXoVvYhM5bcDfiBK2UZUktKDiufxg3G+ZUxdahz5yQ5aegtdV9Bqic8nF5a5qUSk+8A5x2w+PoYSHTz2vRjaj+i6gmTS2JEJWoRT8G1Ytgtt69F/UTZFltO3k4ipsFrugUiCmkvpKFQtofpNYu374wo8O2ZaLmzHhRrxyZBuOOeQGEPckNEwxTltzjlc1wNjDJIkThCl4hoYgGLVEmLPJ2EoqJtiE2q+eqWAR+6ZFVZ/zjl0TUa5ZkGWJWFj1bJdtGwXmioL9VO+cBHpU7p/Q6RNUeKts/66rkJVFdRq5p6JIs45PvTeMyPZcD1v4s/AMn7QpLgAXNdDoVAPfZ0sS0gmdWia0lNkANGdIuccjuuhULHQsl0oMkMuZcDQd/9WGJu9yjRKWXs5l4bpoFg1932gyPU8FKstNARMiumEinSiPXFXGzbKtdbIC3BDk5FP61AEve+j3ac4ClULliBHzXk7dlWuWqg2WmAA0kkd6UT7qcpRJpqZrIHjh9NQZQnXV2v42murI5c7YSg4fSSLVFxDvWnjwlIJ1YY9kk1ZZjh5OIPZXAySxJBJ6kjGVACjjambG3VcX63B9TiSMQXZpA7GRmtTTZWQT8egbi2uRPip7us7xcF+8VPdZRNlc1D9LctGrWZFFhUzM9HPv37yi5dRKDdDXZPPxPC+t51ApdKEbbt3tBgK0rYkhgKSSOiIBXB4YQfb9uRSs1Dr4aRjuoJcSockBX+pVhDnFNaBDfu+63GUq6bw1fc4MFsuChUTjhu+6+uqhHza2J5cfBzXQ7FqoWmFn7xliSGX0hE3xARq/T5YrrdQqY828XfaZIyh3rRRqpq7omGK3G6XKOI9pss4tZhFJrHzNRW24+Hlixs4f7UYeptTkhhOzKdxaCq+a+JaKzZx6WYZboT7fygfx7H59K77ryrt+oeJvvjfq9ZbuHCjvEukS4whm9KQjKmh21RiDLm0jpiu9Lwuip8a9v0oNkX7qc5rhn0nbFmHfd//Tr3eQrPZCmS3k1HE0MeeeQ431muhrlmYSeLDTz+KYrF+xz9FFqRtaZtsCJqmIJkMLkaCho/9z5qWg1LV6rvV0rQcmC0HmYSOZDy4GBv2vTBbZ0FsyhJDPhNDIu6iWDZh7+P3VRiajPmpeKiITnty0RDvM7kosoSZbAxNy0Gh0v9+duNHmCRBWwKMsS2xF7wMQey6Lkeh0oDZJ1LjuB7Wig3EDQW5lBFo60hiwNFDKcxPJ3rWX1UkPHLPLE4cTuPZc6vYLJuByjuTi+HEfBqaunurkTGGuXwc+bSBq8sVrBSCvW8sbii4ayvC1Avb8bBaaCARU5FN6gCGjynX47h8s4y1Yu8Vvcc5ChUL9aaNfNqAIgebvJNxFZmEPvAN+WH9lH/NIPzPwwiHYd+L4qfG4aeD2PU/TyQ0GIaKWs2Ebe/9eSIiGCSG+iBJDMmkAT3CSnfYAN6eXKrNQNsAnAOlmoW6aSOXNqD3WH1GDf/6TmFQ+DeMXV2VMTcVR61po1wTe0ZHJIwxpBMa4oYyNKKTiqvIJLRA6VdiuoLD0zIqdRvlev/VYb8IU1T8ybVYNSNFp/rZBNpRy8qAunTSMB00rRoySX1bOPTqO/m0jpOHM9ADPISQSxl49xNHcflmBc+fX4PjeD0FbEyXcXoxi0xSH2pTVSScPpLF3FQcF66X+kY0JYnh+Hwa810Rpn7UmzaapoNsSkeiR0THb9PVQgNXV6qBopOW7WF5s9Huh8n21myvsnRGp4IQxE/1+m4Qu/2Exih+qt/1UfzUIBvdZY1iV5aBbDYO02xvnU3gBsyBg8RQD2IxFYnELYcadX+5ewD7VOqtwJNLJ7bjYa3QQMJQkE0Z8DcOojiCfuXsNWijOK5UvB1FaQuN/bt1NiiioykS8mk98OTiwxhDJqkhYSgoVK0d0RSJYXtLTMRBTp9Kw0ZFwLmlzsnGtBwUqmbo7STOgVL1VkRD1265GV2VcWoxg1xquGDphDGGkwsZLMwm8fXX13DxRmV764wx4NihNA7P9I4wDSIV1/Dw3TNY2Wzg8nJlx7mJmWwMJw73jjANoh3RMVFv2sh1nQFrmA4u3Cj33BIfRrVho2E6yKY0JIxbQosxIJsykIjYp/r5qVH65yABNKrdTqHV7zfD2hRpr/NaXVeg6wqqVRPWPvaDBImhniSTYvPNMMbQsl04rodSzYp0VqGT+tbqezob23bUo06somx0IssSprMxmC0H6322AvYLnRGdhmkjldAiTy4+iiJhJmugabko11vQVRnZZLAIUxBaTvsJkGLVinT+qRf21tmBcm10EetvHWWTOuamEpjOGlicSY5Uf12V8cR98zi1mMVXvrECRZECR5j6wRjD/HQCUxkDV5YraFgOjs+nt7a7omPZLlY2G4jpCuKGgpXNBpY3R0sD5Hocm2UL9aaDw9MJaKqEbMqALKBPdQoNUb6g245IPyXaX42r/pxzJJMGLCvcmR7i9kJiqAvB42ubYsUU+gi6x4Gm5YZete4FhqZAkti+f1rBj+hkkuLyzTHGEDcUYYejO6nUW8K2xHxadvtwuUgs28Ej98wItTmVieFN98wIE4EAoKky7j6aE2bPp1S1cP5aSahNs+ViJhcT9uShT6cgmFTGIbIOxlvOJhuxI4kgCIIgCOKAQWKIIAiCIIiJhsQQQRAEQRATDYkhgiAIgiAmGhJDBEEQBEFMNCSGCIIgCIKYaEgMEQRBEAQx0ZAYIgiCIAhioiExRBAEQRDERENiiCAIgiCIiYbE0G1CU2XoglNniMpx1YnrcdSaNlxXXOoQzjnqTRuWLTZ1hKZKiOn7P6OM63q4fLMyMIt9WDjn2CybKFZNoekTRN53H4Z2lnarJe7+b/cpgTYBoFAxcW2lCk9wSoqEoUD0cG1aDlqCx1S5ZqFQEdunCOIgsP9nktsM54DjeJBlJixHDeccuXQ7+WvDtFGq7syOHhbGgExCRzKubucSEpEBvW46KFXNdtZxBmSSOpIxdSTb1UYLF5bKaJjtpJ8JQ0E2pY+UWFKSGLJJHYmYCgCwWi6KVXM7yeh+Ynmjjq+eW0XddMAYcPZ4HvefyENRoq9Dao0Wnn11bTvpZy6l49RCBsYIwtDjHJWahYpAwQYAcUNBLm3gwlIZEgOOHkphfjp8dvlO6k0bF5bKqDXtW7+R1CCPkKfLsl18/fV1XLhRAQBkkxqeuHcO09lYZJs+miphSjO2k+rWzdES4OqqhHzaQKlqAQCScRWZhD7S4siyXVy6UUah0raZTqg4tZBB3FBHKiuAbf8kwk/dDpvd/xZh1xYsWgnxMD6BSwDX9VAo1Ad+J5HQEIu1E3aOMii6syBzzsHRXoHVGnZoe/EtMSExtmvgRh3AfnLOXmJCVSTk0kboqJbteLiyXMFaj2z1jLUn8ChZ4ZMxFZmkDsZ2tikA1Bo2ynUL+6FHN0wbz722jutrNXSnaYzpMh4/O4fF2WQom67n4dzlIl65tAkO7KgnY8CRuVSkrPAN00axYo4k0LtR5PaEbejKrn5paDJOL2aQCZkV3nE9XF+t4ebG7rHLWFvAhBXvnHNculnB8+fX4Tje9n3y79mphTQevntGSFTXbwfLdlGoWKHFu8QYsql2HbvbVGJANmUgHnJMeZxjeaO+FQ3b/fnCTAJH5pKQpfBCs5fvG1XA9LIhItN8r7KKslmvt9BsDl9kzMykIv/W7336NawVGqGumc3H8aH3nkGl0hwaEfY8vu8TbQ8iSNuSGBqALEtIJnVo2m6HPoxhg4lzDsf1UKhYgULdiiwhl9J7Ti5Bf7Mbz+Mo14OJsnZExxg60XLOsVZs4vLNytDJVVMk5NM6tAATjbYlyjRVHlh/f/XdtEZbfUfF8zjOXyvhpQsb8DgfKMwOT8fx2Jk5JOPDV9/Lm1sRpubgeulbQiOXMobadBwPhUoTpsCtJgYgndSRTgxfSMxkDRw/nIamDL7//pbgpRsV2EOctrrVp4KIl2LVwlfPrWKzbPb9DgOgKBIeuWcGJw+nhUQL/HFabdgo11uBxHsypiDbtQjohbYVNVKHtCkAVOotXFgqoWkNvv+aIuHkQgb5tB6o/sNET1ShMei6qEIriJ8OW9Zt0WvZqNWswCIiqhgaRVx6Hg+0eHI9D6Vi48AKIhJDfQgqhnx0XUEy2XYEwzpdmEHpf6febG+d9TqnwACkExpSASaXoL/POUfTclCs9P7NfrQjOv1Xn93bF0FJxVVkElrPQdle8d/aEgtaf9NyUKyacNzb173Xik189dwKKvVg9WesfX/vPzWFs8dzPVffDdPGc+fXcX21FqosUxkDJxcyPUUB5xyVegvlmhXK5jBientLTJaCbzFLEsPx+RQO5eM9r2laDi4slUNv3yViCnLJ3ltHtuPh5YubeO1qEYwhkBgB2m36xL1zyKXCRbT6cUu8t9DoI947FwxhJr1UQkM6ofXcjrQdF5dvVrBe6i8Ce5FNaji1mIGh9d+ODSMegn53XDbD+umg3/U8jlrNRCvkImOUyNAnv3gZhfLuKPwwTMtBdchieDYfx9NPnUWxWIezD48iBIHEUB/CiiGgPXElEjoMo/+kPMqKh3OgVLNQ7xAShi4jlwo3uXSXpbs89lY0oGVH79SaIiGXMbZX9IO2L4IiMYZcWkNcvyW04n40ashquBd+/Sv1Fqr1FsbZyU3LwQtvrOPyzequLbGgJGMqnrh3FoemEgDCRZj6ITHg2Hx6xxkd03KwWWnCFSgSZZltieTd2zdBiRsKTi9mkIq3Rb/rcSyt1XBjrRb53rW3jm5tx3LOcW21hq+9thbp4LUvnO45lsWDp6ahjnDuy6dTvBeq1rZ49xcByZiy9d/h21SSGPIpAzFD2f6t1UIDV5arkbdEGQOOzCax0LUdO4rv6yc0Rt1Wu92RKQBoNFpoNKKduxtFDH3smedwYz3cgikoCzNJfPjpR0kM3YlEEUM+iiIhmTSgdqzURO0vM8bQsl2UaxaScQ2xAVtiYewC7Qm6Wm8JPSCbjCmwXY4rN6tDty+CoqsS5vJxzOZi0CNsT3bDOYfrcRTKTVgjCMBeeJzj4lIZL7y+DteLJli6OTqXxLFDaXz9woawexXTFZxaSMN2POHbh+mEtn32R8QW0lw+hkxCx5WVykiCvRNNkaAqDC++sYHVQvjVcy90TcbjZ2dxZDYpdOusUrfhuN7WuUAxbWpoMjRVxuWblZEPb/vomoy7FjNIJzQhB5nHdWans2zjsskYQ6vloFYzR1pkkBgaH0Halp4mC4njeCiVGjAMFcmOA6CjOi3/elWRdjzBIsJu+8xFE+aQswFhWSk0t58+EQUHsDCbhF9rEfWXJfQ8HDoq37i4iW9cKgi1eW21hmurNYw+Bd6ivSVqjvS0VS/yaQOJEZ827Ga10BQmWHzqpo1nz60KjQ5aLVfoqzL8NkwnxD0h6lNt2FjeLAux5WO13B1n/UT5v34R7VFsDvvbKDY556hUTLRae3NGkRAHvWcoIqZpbz8hIHIy8M8libY5DkXvjOGdNLoq73hSTgSMsbGUtda0hYqWTkRO3AwQLoSAdpRU5H0aF7bjwePBzwYFJRUXKwSBLV8iUAgB4xmnQDviNJb6Q7xPHZfNapWE0J0CiaERmLwNRoIgxs4BEJgEcadBYoggCIIgiImGxBBBEARBEBMNiSGCIAiCICYaEkMEQRAEQUw0JIYIgiAIgphoSAwRBEEQBDHRkBgiCIIgCGKiITFEEARBEMREQ2KIIAiCIIiJhsQQQRAEQRATDYmhiEgSg66PL88tF5zrYxw5pNgYMnN548ioivGUVZaY0Bxi44JDfH8CAO5x4XY5F29TGlN6C8cVX9ZxMK7kHt6Y7r9oxnmPYjHtQOTnI4ZDYigC8biGfD6xnfxSlAPvtiPKJgDkUjoUwck6k3EVcV1c5m4AqJsOrixXhDla30Y+o0OWxDgt3+biTFKYTR9Zat8r0XAOiCqqX/+VQgP1pr3jb6PabdkeilVLmE0AMHQFJxcywkXR5ZvlfS+GOeeQ5XaiYtFCc7XY2P6NUellQ7TdcfhpVZWRzydgGOrIdom9ZXyhjTsQVZWRShmQpJ1Z1Rlj24ODR8g43XlN5/+PYtO/zkfXFByaklFr2CjXLCFOXJYYprMxmJaDzaoF1xXjaG+s17FRMnHicBpTGSNym3YS01Xo0wqq9RYq9Vbksnmcw3U9vPD6Bi4slSPb6cWhqTiOH0pDUSTUmzYuLJVQbdgj2UzFVZxezCIRU+F5HKWqiVozuk3OOTyPo1A10bRc3Fiv41A+juOH05ClaBFIzjk4gKW1GpZWa/A4b5f7SBbxrejrqKvvw9MJTGUMXL5RxkbZHMlWMqbiiXtncWgqMZKdceKPmbViE1eWK7AdD4osIZc2ENOVyD4FABKGglOLGaTi2o7fA6Lff5/u60cpZ/e14/LTAEcqZcAwVNRqJhzHi1ReYm9h/CDEeQXjuh4KhXrg70sSQyKhwzDUoYMorFMI8n3RNh3XQ2lrMhMF5xyVho1yLbrQ6EUupePUQgaaKgmrv+14KFaasOzgTsvjHBJjuHijjBdf34Bli2u7hKHg9JHsjskFaNdjrdjE5ZtlOCGFpiIznDicwWwutqsdLNtFodyEHcJp+21abdgo11vo9hqKLOHE4TTm8vHAE43/vVLVwoWlEszW7jY9PJ3AsfkUJMaEbUcM+r1+MNbebnrg1BTOHM9BlvZvUJ1zjqbl4MJSuafwj+kK8undi7phSBLD8fkUDuXjPa/z72eY++/T7/tBvtOrDEF/exx+2jRt1OvWrjEyjJmZVLgLOvjYM8/hxnot8vWDWJhJ4sNPP4pisX5ghV6QtiUxNIRYTEUi0d62CDNwhjmFKCupYdeEdUam5aBQMeEKPKfjuB4KFSvURDMMiQGLs0ksziYBiKm/P2EUKxa8IUOAc45KvYWvnlvFemm0qEInssRwfD6NQ1O9Jxcfx/FwZaWClc1GILudEaZ+cM5Ra9ooVc1ATttquShUraECKp3QcHoxg5iuDJ04bMfDpQCRGk1pC62ZXHChNQzP47ixXsO11Wqg+h+ejuOxM3NIxvfvdgjnHB7nuLpcxfJGfWD0lzEgk9S3BfiwNp3JGjh+OA1NGb4tLtpPBb0misAZl5/mHKjVTFiWE/i6UcTQ7336NawVgvmHsMzm4/jQe8+gUmnCddvj3/P42M53jgMSQ30IIoYURUIqZWyfCxol/Nt5bRRH0G2z1/VRw9Scc1TrLZRH2DrqRcN0UKxaQoVWTJdxciGDbFIXVn/P4yjXLdR6bEd5XntyeenCBs5fK4Ve6Q1iNhfD8fk0NDX4matqo4UL10uom70dbL8I0yBc10OxaqLRw6bv1ItVq+9v9oIBmO8T0fHv082NOq6tVEP1j0xSw+nFLAxNFhYlMlsOLi6Vt88pdRPTZTx+dm5biO9H/LGwXmpHEVshIp6qIiGfNqBrvbfODE3G6cUMMslw59j6RXRG2U7rd33Y6FFQmyL8dKvloFaztkXEIKKKIVELhEF4HofUcejQ9TyUio0DI4hIDPVhmBhKJHTE45qwTtbdxPvRZjuiY8ISGNHxtiIqlfpo5166mc4YOLGQhtpxIHzU+rdsF4WKCdvxtu/71ZUqnj+/jmaI1d0wYrqM04vZ0JOLD+ccK5sNXN46ZA60ty9OBIgwDcJsOSiUze2DtgBQazoo1yxE9XeaIuHEQgYz2dh2m1brLbyxVOopvoLAWDtsf3Qu1d66EjQJbJZNXFwqoeV47aevGHDv8TzuO5kX/uCBKPz7ZLVcXFgqo1TrLeiCkDBUZNP6tniVGHD0UArz04mRDp53iwoRPrXTls9+9KmdNuv1FprNwQvOUSJDn/ziZRTKzcjXD8O0nO3zi7P5OJ5+6uyB2jYjMdSHQWKIMWB6Onqn7MeoK6JBdkXZbG+dtFCqio0S2Y6H5YBbPEGRJYb7T+aRiKlC639lpYLVzQbOXysF3pYKQj6tI53QcXhmtMnFp2W7uLZSBQdw7FAqVISpH5xz3FyvodqwUam30BLk6LLJdr03Sk2sFcU4bF2T8fBdM1AHbAWGxfU8rBebsGwXD56eRiYRPMK2F2yWm6g1bCyt14RELRkD7jmaQyKm4tihNHRN7JOiB4Fx+WnP49jcHHymZ7+eGermIJ4hCtK29DTZbWS/v4+CMQZDUwCIFUOqIkGWmNAtM9fjqDZsxGOqsPeoMMbAPeCzL9wUZPEWZ4/nhd5/TZVx+khWmD2gXX9ZlkZ+2qqbUs0aKWrRC6vlwnZcoWJIliTcczSHdEKcwB4nr18rCR1TnAPZlI5j8+mxvZvpIDCWd7JNbnMeGPZn/JcgCIIgCOI2QWKIIAiCIIiJhsQQQRAEQRATDYkhgiAIgiAmGhJDBEEQBEFMNCSGCIIgCIKYaA6cGPr4xz+OH/qhH9rrYhAEQRAEcYdwoMTQJz7xCXzsYx/b62IQBEEQBHEHcSBeuri6uopf/uVfxle+8hUcP358r4tDEARBEMQdxIGIDL3yyitQVRX/43/8Dzz00EN7XRyCIAiCIO4gDkRk6Mknn8STTz4p1KYi8DX+dxrphIaG6cAJkGk5CK7roVyzIEkMMV0R9rp7z+OoNVpIxjVh6QNWCw2UaxYSMVVYgk7LsvCZzz6LE0fncdfJI0Jseh7H5ZtlAMCJw5kdGaVHQVMkLM4msbLZEHb/G40GLl++jMOHDyOXywmxyTnHxRtlpOMajh5KCetTqbiKVFxD3bSF5PsCgHLNwtWVKo7Pp5EWmO/s8HQCtaaNYlVcqhPGgHrDRjIuLiVJtd5CsWbhUD4uJIfeQWWccw7bSrB7O/B/R96nCYyjciDEkGgkiSGXS9zW3xxXRxVtV5ElpBMa0gkN1UYLlVoLUecEznk7G/iNMuythH6GJiOXjo2UU0qRGfJpAx7nKNdaqDVs5NIGYnr07ty0HPzF/7qMz71wAxxApd5CJqkhFdcitzHnHJcvX8ZLL70E225nfH70wXvwne97B9Kp6P1vo9TEV8+toFxr55A7f62IJ+49hOlsLLJNn3wmhlzawOJsEpdvVrBaiJ6s1vM8vP7663jllVfgeR7OnTuH06dP4/7774eqqpHtNi0HxYqJpbV2YsrXr5fwxL1zyCT1yDYNTcbJhTRyKQOcc6QTGopVC03LiWzTcTx849ImXr1SBAfwyuUC7juRx70n8kKEti8CN8tNXLpRgWW7kW0lDAWnj2QhSxJKNQu1Zgu5tLGVqzAatuPh6nIFq1vJeW+s1XFsPoX5qfi+zf02Tj89zjlHliUoyu0Rmr4ISqdH9zf7iQOXtf7nf/7ncePGDfzO7/xOZBuu66FSGZw9W9cVxGLtVdwokyFjbEdmeRFZkbtt9PqdUW36f3M9jlKESaFpObi4VO6boDOT1JFOhBMaDEA6qSEdV3eVFfCFlhFqouGc42uvreGP/uYNNCxnVzRAkVmkSaFUKuFrX/saisXijr9LjEFRFPyt974d3/TEA5Ck4GW1Wi5efGMdl26UwYBtkcpYO8nmyYUMHr5rRki2cb8vVRstXLheQt0Md//X19fxta99DbXazkzajDGoqoo3velNOHLkSKj777geSlUTTWvnpM+2GuPM8TzuPzkVagXOGLA4k8TibBKM7R5TTctBsWrCdYO7Sc45ltbr+Nqrq7vKCrSFx+Nn53B4RszkyDkH58DVlSpuboTLYC9LDEcPpXB4ul2W7vsR02XkUkaoKADnHGvFJi7frPRMJBvXFZxezCAVIUrWOV2J8qnj9NOcA42GBTuAUB1FLP2b33v+tmat/78+9AgqlSZcQdHjcROkbSdWDBUK9aHfY4whmdRhGGpooTFsMEUZbOOyOUhIhZ0UPI9jaa2G62vVoU5Zlhny6VigiE7bKeuQpeHh4ExSRypAmH9ls47f+8zruLhUHvr7cUNBNqkPnRRs28Yrr7yCN954Y7td+3F4bgp/5zu/DcePHBpok3OOSzfKeOH1dTiO1zdSx9AOxb/p7hmcXMgIWeX65b+5Uce1lerQLOmmaeLrX/86rl27NrT+M9PTeOTRR5FOp4eWodqwUalZQ6OUhi7j8bNzWJhJDq1/Nqnh1GIGuioPHVOVeguVemvIrwO1RgvPvrqG5c3hEbXF2SQePTODhBE9StYJ5xxNy8GFpXKgsk5nDZw8nIGqSAPbigHIpHQkY8PHVL1p48JSGbWmPfT3Z3MxHJ9PB4oS9xJB3Z9HWRCO0083mzYaDSuwOJ2ZSQX+jW4+9sxzt1UMffjpR1Es1uE4B0MMBWlbEkMBUFUZya2JcNigGDZou78bZACHHehBB3CYgR5kUihWTFxYKocO18d0pW9ER5YZ8ikdMV0J5egGRXSslotPffkq/ubZawAYvIBDgLG20Oo1KXDOcf36dbz44ototYI5QIm1f/utj92Pv/WetyMRN3Z9p1g18dVXVlGomIHK6JNPG3jivjnkUrttRoFzDsf1cPFGBRul3VFVzjkuXryIl19+Ga7rDhRBPn4b3nPPPTh79iwUpde9clComHBCRGYAYH4qjsfOziEZ3x190FQJJ+bTmM7GQo0p1+MoVkyYrd392/U8vHqliG9c3AQHAt1/xtp94IFTUzhzLCfk3Jdfn7VCA5eXK9vb053EdBmnFrPIJvWQY0pCPmNA73Hux3E9XFutYXkjuF8F2pGpE4fTmM3FhAiSML4vqE8N66dt20W1aoaOmpAYGh8khvoQVgz5xGIaEoneW2ejbFUNGsBRw7WDyjNKCJhzDtflKFRNWFuTgtVycelmGZvlcBN2J/7qs/OMTjqhItOnvYPSFlo6ZEkC5xwvX9zE73/mdVQarcgHZFVFQi59a1KoVCp4/vnnsb6+HskeYwyGruE73/cOPPGmeyFJDLbj4uULmzh/rbi9DRbOZvuae47m8MDpKagCzhP4falcs3Bhqby9dVooFPC1r30N5fLwCFs/DMPAI488gsOHD4MxBtfzUKpaaITcnvNhrN2n7js5hbMn8pAlCQzA/HQCRw+lILHoY6ph2ihVre0o2fJmHV89t4p6M/r5olRcxZvvncNsPh7ZRndZPY/jynJlO0olMYYjc+0tQSD6mIobCrIpA7LU9i8bZROXblRGOnCfjCk4vZhFInYrSjbq9v8g3wdEu//9rvO3xOp1C6Y5PCrWCxJD44PEUB+iiiGgffg6mdSh6+qOwQqMfviu046Ic0DjtMkYQ63RwiuXNnFluYIhuyeBUeT200yH8nHIspgnJBhrb9/9xf+6jHNXijvO24yCoTEsX7+M118/D2Cno43K8cVDeNe73o7Ly+ZIB2I70VUZb3ngEOanEkK3zi5c28Qn/+ZLuHjp0tAtsaAcOnQI9z7wJjRbXNjTXImYiqfeegxvvndOyNOMnHNwAMvrNXz2xZu4vlobuU/51584nMJjZ2aFiVcAqJsO1goNLMwkoanDo9tBYAyI6SpubtRQqUeb/HtxeCaBY3Mp+EUU4aduh59uNluo11sjjQESQ+MjSNseuKfJPvrRj+7p73seR6ViQtNsJJMGZLk9sMQ4mN0Tyqh2uw8EirS5tF7DpZuVkWx1o8gMi7PJkQVbJ5wD//FPX0Gl3j7MLUr9n3/tVSwvXRFkrU2xbuO1a9GEej9sx8VMVkzEAbh1/z/3hS/j0uXLAMQIQQBwuYyGJXZ9JjOGdz68sOOA9CgwxsAAfObZ61jbelJq1BL71yd0ca908OuaMBScXMgIH1OvXysF3mIOSkyThd6nIH+LYtfv767roVo191wUzAla6ATBj16KfLTe89qRzL3kwImh/UKr5cI0bSQSutBO6NsaR8cWbdNquZG2cAbhH6YUXdaGaQuLXvnYreGHVMOiKGIO03bCJDbSqwz6Uas1hIkgH0VVwbkHxsSVN2YokAW9h6mThrn76cNR0TUZnAMiu/+4fIpoIQRASESsm3HU37dVr1t7LoQ45/jQe8/c1t/0PC700XrX81AqNvZUEJEYIgiCIIgDCmMMn/ziZRTKg18XIxLTclBtiNkenc3H8fRTZyFJjMQQQRAEQRDROH+lcNvODN2p3Fnv0yYIgiAIgggJiSGCIAiCICYaEkMEQRAEQUw0JIYIgiAIgphoSAwRBEEQBDHRkBgiCIIgCGKiITFEEARBEMREQ2KIIAiCIIiJhsQQQRAEQRATDYmhiCiKBMMQn0fKz/UkOufTOGyqiiQ8N5Pjjud17JomQ3R2KlkWn0fJcRzhNrnL4boePE9sDiXDEJuXDwBcxwUE3ymr5bYzzQvurLoqvk/Zjic0L9k4GUc5HVd8nq9x+tJ4XBOasJTYO+guhoQxIJnUkc3GIUm3MsKLGHDdNkTZ7M5WPapd//q7jmRx5ngODOIco29bVF5NztvZkL/pwXnEY2Kyz/hlNAwDrm36fxViu16rYmNzE56gPuV5Hlp2C//pv/4hVldXBdls23jowQeRSGZHttdJo16BbYtLgMsANCwbn3vxJmzHE1Z/j3M8cGoKmipWEC+t11GqtYSKN4kByZgqXLycPJxGTBeb0alSb233LxF+qtPGOPy0osjI5eKIx7WR7RJ7C+PjkM37HNf1UCjUQ1+n6wqSSQOM7c6A7AuObuERhEHX+rdnP9jsd22pauHZcyvYKJv9LhsIYwA4cM/xHO4/OQ1VkeB5HOWahVozWjJAv97FqomLS2WYW9GB1UITV5YrcCMmBOScw2rW8eqLn8fGyjUAgKToMJJ5SLIaPVLCGLJTC0jlD4ExCZLEkE7GEY/paAutsPe/nfn9+sWX8PKX/hJmswZFUfAd3/Ed+L7v+z7Ishw6suXf+81yE5/58kXc3MqF1KyVUFi9AteJKmIYZFnC0ZNnMHtoUUi0iTGA87Zgf/D0NDRVhiQxHJlNYmEmsfWdaGNqvdjAs6+uorwlWhqmg2LVwig5JlVFwqmFDKYyBhhjUBUJ+bQOXZUj+RSfdEJDKqFBYqydGbxqoWGOFn00NBm5tAFFlsA5x/JmA1eXqyNlsTc0GacWMsim9O2/jeKn/Otvp5/2PI5azUSr5UYq78xMKtJ1APCxZ547sLnJFmaS+PDTj6JYrMNxxEcGgWBtS2IoALIsIZXSoarK0EEUZgB3Nv0wm2EGcNAyhC3rsDJeWa7g+fNrsG0vVJxkOmPgifsOIZPUd33Wsl0UKibsEIOEcw7b8XDxRhmbPQSa7bi4slzFWrGJLR023KbXrtPl8y/gyvkX4Hm7HZ5qpKAnsmBgoUJlsUQWubljUNTd9ddUBdl0ArIsBXbenHPUqwW88Pk/w/rNS7s+n56exo/+6I/i8ccfh+d5kKThAWLP43A9D59/4RpePL+ya3vU8zxUCjdR2Vz2SzHUpt+nZ+YWcPTEPVA1cavrXErHE/cdQj5t7Pospis4vZhBOqEFHlMe57BtD8+fX8OV5cruzz2OUq0VSbwvzCRwZC4Fpcd2SyKmIJfUey7ABqGrbcGiKrttWq32mAq7JSVLDLm00TMa1LJdXL5ZCb0gYgw4OpfC4enEdqS9G5F+KorNoN/3f9uyHNRqZugM7CSGSAzddoKKIcaAeFxHLKZu/XdwZzRs8ERZ9QSxGXbVM+yasDZbtouvv7GOC0vlgUKDAVBVCY/cM4vj8+mhTqbetFGqWQPPKPntc2O9juur1aHRn0q9hQtLJTSt/is5v96ba0t47YXPo1HfPRHuqJckQ0/koOqJgd8DAFnRkJ87hlgyN/S7ybiBVDLW/o0+beV5Hjj38Opz/xNvvPwF8B6CrZNHHnkEP/ZjP4Z8Pt9XEHmcQ2IMr13ZwP/7tSuoD5ns7ZaJ4uoVmI3B7QQAsXgCJ++6H6nM8PoHgaG9cHnT3TM4uZiBNKS/zmRjOHE4DUVmA9qUgzHgjeslvHRhY6gob9kuNitWIPGeiqs4vZhFIjb47KHEgGxKRzKmDh2HEmPIpXXEdGXomKo1bZSrVqDFQGeEaRClmrUdiR1GLqXj5EIahjZ8qy2IHxqXT41qs9FoodEIHi0lMURi6LYTRAxpmoJUqn1AdNQwbecAHiVM22kXwA6bPqJs9vtbUDbLJr56bgWlqrXj775AOr2YwUN3zYQ6c9EvzO+3pS9uwmwDcM5xc6OOayvVXdscnHtoWSZe+/oXsHZjd4RlELJqwEjmwaRekxJDemoe6fw8JCl4/WVJQiYVh2HsjKD4W2LLV1/D17/4F2jUSoFtapqG7/qu78J3fud3gjG2Y+uM8/ZW5We+fAnXVsqBbXLO0awVUVi9Cs/tFk+svV11/G4cWjgKxkY/tuj3qROH03j4rhkYIc6xyDLDsbkUDk3F27a6xmmhYuLZcysoVKxBZnbQFu8Oin3EuyIznDicwWwuFmpsaaqEfErfjvZ0X5uMq8gk9L4Rll64rodi1ey7INBUCfl0rGeEqR+etzWmVqs9668pEk5ubQmGRbSf8q8fl5/2PI5q1YRtDxeHJIZIDN12homhdNqArg9fhQWlu4lF2fQHq0ibPqM6AqAdVbi4VMaLr69tPyWWTel44t5DkRyhj9VytsL87QORjstx+WYZa8VmdJtbYf7NsrnVDhxX33gZl157Dq4T7dwSAGixNLR4drsd9XgK+bnjULVYZJu6piKb9rcVOMx6FS984X9g5dr5yDbn5+fx9/7e38P9998Pz2u36xdfWsJz525GPl/leS7KGzdQLa5s/y0/fQjHT52Bpke//92kExqeuHcOM7l4ZBvJmIpTi5nt6Ivjenjx9XVcXCpHPhrvehylqoV6hzg/NBXH8UNpKCHERTepuIpM8laURlMk5NLGSIe5Tas9pvx7HTTCNNBmy8GlGxUUOxZEi7NJLM4mIY/4hESn3zsIfrrRaKFeHyyoSQyRGLrtDBJDjAHT09E7ZT9EDdjbZVckpuXg1SsFpBIaTi4M374IAucc5y4XUK5ZWFqvwRX0SP4rr13Cy69dwtKlc6hVCkJsMknBoZNvgh5LIZ7KizkgDKBZuIxmrYALL38R7q4ITDSe+tt/B2967O147rVlVGrBoyGDcFpNuGYJuek5ZHPTQmwCwKmFDDJJHXcdyYaKhgwiFVehyhJevVqAFfEgbDeux+F6HHP5OFKCnjqSJYa7j2SgawriRnTB0gnnHNWGDc/zkA4ZYRpEoWKiWLUwP5VA3BD79JloxumnNzYGixUSQ3srhvZ3zyTuCAxdwcN3zwh1MowxNC2nbyg+Kprs4rUX/5c4gwC45yA3e0xo/TmAqxdeQnHlojCbAPD818+hyA8LLatmxHHoyIIwez73HMv1PHQ/CtdXq6jUxT3aD7QPbB+aGn6GLAyux5FO6j0PXUeFMRbqUHlQ8mmj50F2QhxzU4l9vyjux2y+HdHtfF+T5/HQB9BHhcQQQRAEQRxQOOf40HvP7HUxRsLzONLpW0cHXM9Dqdi4rYKIxBBBEARBHFAYY/jkFy+jUI5+ZnKvMS0H1UZ7q382H8fTT52FJDESQwRBEARBBOP8lcKBPTO0X6B0HARBEARBTDQkhgiCIAiCmGhIDBEEQRAEMdGQGCIIgiAIYqIhMUQQBEEQxERDYoggCIIgiImGxBBBEARBEBMNiaEDCucctUYLxaoFxxWXz6VSb+GN6yWUBOWlGheux1GsmEJTcQCApOh4+7veg6npWWE2nVYTr33pD7F84dldySCj4roOXNeBFkujnalMDFosg0a9Atd1hn85IFazjouvfwPFzTVhNs1GFb/7//33+KP/9juwbTF52TyP4+pyBZdulmEFyDIexu5muQmrJa5NAeDKcgUrmw1hfcrjHJW6hXLNuu2pEMJiOy4KFRMN0xZWf2KyoUStPUilDBjG/s1a37LbjsDuSGqXSWpIxbXItm3Hw+WbZayXzO2/TWcMnDicHikbNiC+/iubdTx7bhW1pphJEAAc10OxYqHZcsG5B4Dh1W+8gOe/+gW0WtGEIfdc1Ao3UCss+X9BZvYEzr7t+5DMzUezyTmqmzewfOkFOLYJzjk492DVi3Ba0d9Aq8XSOHTqCcTSM9t/M2JJGPFk5PvluQ5KG0uolW6JoFx+FsdPn4VuxAZc2R/OPbzx9c/iuf/nv8FpWeCc4/DCAv7BP/qnePiRxyLZBICNUhNffWUF5a28ZBJjODafwvxUXGjOp4ShIpvWIUvi1qEJQ8HpxSyScTWyjabloLgjaz2QTRkjJ4H1fWhnlvlR8DyOSr2FauNW/jhdlZFLG1CV0dqUstbvD8aRuJWy1vdhmBgCAE2TkUwakCQWeVB0OgLfRq+/BcXzOMo1q68IUGSGXNqAoQV/sTjnHKuFJq4sV7YdYSejTAqdXUtE/ZuWg+fPr+HaSjXUdcPKWG3YKNV2J+f0PA8ty8KXv/A/cemNV0PZNetFVFYvwnV2OkDGJHBwHLvvW3Di4fdCUYMnGrWaNSxfeh710mrPz52WCbNeBPeCRyCYpGDqyH3IHz6zXb5OJElCPJmBqgVPtMk5R6O6ieLaNXhdEab2PWdYPH4a8wvHIYUQBZsrV/DlT/0XbK5c2VVGz/PwzU++B3/vJ/8v5KemA9u0Wi5efGMNl25UwBh2RRrjuoJTixmkE2KyzQMAY0AuZSARU4UKrfmpOI4eSoVK3tpeBJgwW70jYZoiIZ8xoCrhF0S9BFBUUcQ5bwu2av+oVTqhIZXQIEWwLdJPd9p1XQ+1mgU7QKSRxFAbEkO3kSBiyCce1xCPtx1hmEExbNCHcQqcczRMB6WqiSDR65guI5cydmQB7kWtaePCUgn15vDJM64rOL2YQSrApBDEkYSpv+dxXFgq4cU31uF5XNjWmNlyUKhYcNz+Bv06rNy8ji989jMolwoDbbq2hcr6JZi1AtrbV/1sM2ixJM685Xswc+zBge3geS42ll7D+tKrfqH6lRacA61mBa1mZWA5ASCZX8Tcyccgq8bQ+6BqOuKJDCR58KRoW00UVi/Dag53zEYsjhN33YdMdmrg91pmAy9+/r/jtec+AyYxcK+3g5QkGZqm4Yf/j5/E+z/w3ZDl/osCzjku3SjjhdfX4TjegLvUvoOzuRiOz6dHjj500hYasZEjr50oMsOJwxnMZAffU38RUA64HZ6Kq0gndEhSMH8FDPZ9YYSG43goVE1YfQRbJ7LUXhDG9GALQpF+uvuaet1CM0T0msRQGxJDt5EwYggAZFlCMqlD05ShAzjs4Bn2fX9vvGWH6xSMAZmkjmSP1afjeri2UsXyZiOUTWD4pBBW5A1zihulJr56bgXlHpGbqLiuh2LVQsMKfi7E25qAv/His3jxuS/DcXY6Oc491Is3Ud28viVWAgyrrVDE1MIZ3POW70E8vTuiUS2uYPnic7Ct4PeKcw7uuTDrRbi2uetzVU9g7uRjSOQOt8sawtHH4inoscSu++V5LiqbN1EpLAe25TM1M49jp85A03ZGyTjnuPLql/HVz/wuWmYt1NmQ4ydO4R/+43+Ks/c+sOuzYsXEV8+tolDZ3TaDkCWG4/NpzOVjQiM6ybiGbDKY0AhKKq7i9GIGcWP31pnZam+JDVoE9EKSGHIpHTG999ZZWJETRIhU6i1U6uHHfkyXkU0ZfaNkov20/x3GGCzLRi3CuSsSQ21IDN1GwoohH11XkEzqYGz31tkoYdVe13qco1LbuTceBUVuh7l1VQbnHBslE5dulkM7wk5kieHE4TRmc7cmhVHrD+x0NDu2LxBIWgT6nVrTRqnaimyPex6azQa++Lm/xrUrF9plbZRRWbsY+cwOYxLAGE489B4cu/9JyIoK22pg+dKLqBZuYHCEaTBOqwGzXgL3XDAmIb9wFlOL9wGM7doSC4oky+2tM1Vvb1/USiiuXYHrRD3DxSBJEo6euBtzh4+CMYby5k18+dO/jdVrryFK/SVJhue5eOo7PoAf+T/+PtKZDGzHxUsXNvH6tWLPLbGgJGMqTi1mkIxFP6Ozq7ysHdEY9YxONwszCRyZS0KWpO1FQNMa7SC3rsnIpwwoHQuiUc4E9brWtBwUOs4wRaX7LKVoP935medxVKtmoC2xXpAYakNi6DYSVQwB7UV0PK4jtuUIRR4O9O2YrXY0SOQTHYrMsF4yUW2IO3Scjqs4czy3vfoSVf/LNyt4/vzawO2LsFi2i0LF2nHoPCq+M7xw/iX85R98HNXCTYwiWG7BYCRzOHr/k6iVVtvtMerw5BwcAJMVzBx5AIq+O6oTFUmSYdULMBvDt+SCYsTisErX8Przfw0w9N0SC4okSYjF4vjf//4vwtaPCHlKzL/TRw8lsTgT/YB5LwxNxlQ2JvSAtapIODqXhON6Qp++zKV0JDr84Cj4Y8pxXJRqFpohorbDUGSGmWxs+9iAKD/V6fsbjRYaIy5cSQy12SsxFPykLQGgPTfV6xZM00YmE4MsRz9g3Q1jDI7rYaMU/amgfiyt10NvtQ0jldCgyJLQ+peqJr7yyooQe51slEZfZfr49X3j5S+hVvS3hYTErtpnOSJsNfVlK4o5f+rN7XILnLhrpZWe23CjsHrlJaxe/Gr7PwQ0qed5gKyjJh0GBD0u7xcrnwp+qDwouqaEPgA8DMYgZBHQjb8FJ2L8+zbK9ZZQIQQAqiJDiXAAvB+dIshxXFQEL1yJvYHeMxQR1/VgmuKiLONmHINVliTh7/kZZftuEN4YAqC2ZQoVFwDAmDinvW0TDEyShJcVXPwE295qE1vOME/shbIrcCHgI/DYUIfNMRhFuzuJrv849ilEnsXy8evdaLRICN0hkBgiCIIgCGKiITFEEARBEMREQ2eGCIIgCOIAMzcl7sGIvWY2HweAoe/JG4bn8VBbmCSGCIIgCOKAwjnHh957Zq+LIRTP40ino6Xs8XE9D6ViI7AgIjFEEARBEAcUxhg++cXLKJTFP4W8V5iWM9JrYGbzcTz91FlIEiMxRBAEQRCTwPkrhTvmPUN7BR2gJgiCIAhioiExRBAEQRDERENiiCAIgiCIiYbEEEEQBEEQEw2JoRHgnGMC89wSBEEQxB0FiaEIcM5RMx3cLDR3JO0TwbhemyWPIT+P7bhgDELrr6nj6ZLjqH8ilQUXnJfI8xyh9gCAcw+e64ycAX4XTBK+GJBVHWKS3t6iZTbgua7wxFctxxVef1HJhHvZFF1WzxO/GJTGMPxdt93vRZbVt5VI6FBV8fkEidvPgRBDnufh3/7bf4t3vOMdePjhh/FjP/ZjuH79+p6UpeV4uFE0cbNoYr1k4vy1IhxXjFPgnEOSGObycaiKmFvjR69E2eukXLNQqJjgfHRH45fT0BS86e5pGJpYBzObiyGmi7Hpl/X4A9+ChTPfBMYkMDZa+/pvj81OzeH0vY9CN+IQIY0553BaTZz77H9Bee2S/8fRbHouPNfB2qWvYf3KC1vtMarQapdJNdKIpWeFJpVVNB3FtWvCbDIGKDKDqsjbmdtF4Y5BYNiOh7ViE64gP+WzWmzAbLUzzIsa/9mUgVRcE1G8DtuAI1AQddqQZQnZbByplHHHvAF6UmH8AOzz/Lt/9+/wu7/7u/joRz+KQ4cO4Td+4zewtLSEP//zP4emhR84ruuhUKiHusbjHMWajc1aa9dnssRw9FAK81Pt14iHHRT+Lei8jnOOetNGqWZFmrs452CMoWE6KFYtoStORWbIp3UYWvs1VZLEkE3qSMTU7d8NW1bO2+Kq1my/aMvzOG5u1HB1pSp0Qd+0HBQq0drDr1u5UsM3XruEaq0BALDqRVx7+a9QWb+CtoAJZ5sxBs1I4PFv+0GcuPetYIzBdWxceu15XHnj622LIRvBFyfFm69hc+kVcK89ac2eeAx3vfl7oGjxdib7cEYBxlC48Spe//Lvw6xuAABi6Vkce+gpJLLzaNc9/P33nBZKqxdg1Yvtv3kurEYJjhVunPowSQJjMh5+xwdx9vH3QpZHf6Waf2ePHUrhTffMIqa3bZqWg0LF3J5wo6AqEvJpA7o23le/pRMqMom2zxQ1ecd0BbmUDklikca+H13vvNZ2XBQqJlp29DaVJIZcSkdMV3b5VkCMn+78jHOgXrdgmtFeFjgzk4p0HQB87Jnn6D1DHSzMJPHhpx9FsViH43iB2nbfi6FWq4W3vOUt+Jmf+Rk8/fTTAIBKpYJ3vOMd+NVf/VW8//3vD20zrBiqWw5WyxYcd3BTJWIKTi9kkIxrgURBP0ewo6yeh1LVQsMMvn3COYfrcRQq1vbKTRTZpIZUXO1ZXl2VkUsbUORgTtGvty/6er0p1Gw5uHSjjELFElJ+oC1sK/UWKvXgTotzDsd1cf6Nq1haXu/5eWnldVx/+TOwrQaCCCImSeAex5lHvw0Pv+OD0IzEru/UKkW8+sLnUNpcCVpSAAzNyjpWLz2LVrOy6xuyauDEm96PhbPvBDgCiSLOPdjNGl7/8u9j49rXe35n6uiDOHLvk5AUNVCkrO16OGqbS6gWloAe0SXXtmDVC/DcYPfKH09H7noEj3/bDyKZmQ50XRCSMRVP3HcIc1u5kzrhnKNab6FUC9dPGYBsSkcyrt22yIIi3xIJURYvvWAA0kltO6oTdPwP+i7nHA3TQalqIuzaJRVXkU60BVo/28N8b9jv+p87jotq1YTjhBNyJIbEcUeKoZdeegnf+73fi0996lM4ceLE9t8/9KEP4e6778Y//+f/PLTNoGLIdj2sVyzUzHCCYi4fw/H5NOQBK6WwqxOr5Q5dffo2K3UblXpL6MmLmC4jl9KhBEiel4pryCQHO8W2uOAoVkxY9vD2LVRMXFgqjbRS7MZ2PBSqFqwBgtF3cNdvruH1i9dg24NFqeu0sPz6F7B68dktB9q/vFOHjuMtT/0opg4dH2iTc46V62/g/EtfhG23+m5zce7Bc2ysXXke1Y2rA20CQDK/iHve/jRSU0e3oz67bG6dM7r+yt/g6tc/CdfZHRntRNZiWDzzzZg+9hA49/qIorZgs+ollFYvwLXNgTY557DNGlqNEgaKTMYQT+Xwlvf8MBZPPzzQZlAYAxgYHjg9hXuO5YeePXNcD8WKiaY1fPESNxTkUsbICSmjEtNl5CNGdPqhyBLyaR261l9odU45QX7X8/iOqPEgNEVCLmNAU4JtiQcRZEHL2X2Nadqo14NH9kkMiSOKGNr36ThWVtor4vn5+R1/n52d3f4sCsqAMzSccxRqLayVo21RrRaa2CxbOD6fwlw+vsMpRA3R6pqMQ1Nx1Bo2yjVrx5Tg2zdbLorV4RGsMMhSe0vM3xIIQrXRQsO0kU3piBtqz/qXay1UG4Mn1k7yaQOPnpnD0loVS6s1IUJPVSTMZg00LReFaldkinNwAPVGE9949RJKlWCORlY0LN77LZg6cj+uvfRp1Ao3dnzOmARF1fHok9+Pux765kARFMYY5o/ejelDx3Dx3LO4fumVnQf3t8paXr2AjWsvB46i1ApLeO7PfwPzd70Vpx7/LsiKBibJ2zbBGCobV/D6F38P9dJyIJtuq4mrL30KG9dfxrGHnoKRnNrSWLfuv+faKK9ehFnbDGSTMQYtloKix9GqF+G0Gjs/lyQADA+85f24/61/C4oq7szJ/HQCj52ZQyIW7GyQIkuYycXRtGwUymbP7dj2NnMMRogxNQ6aloubrQYyiXa0Fxh968xx2+eT4oaCbMqAhJ1j3/93mN+RJIZc2kAipqJQMWH3iLgwBuRSBuKGEsp25zgS4ac7rzEMFbquotlsodUS/2BE92/SmaVb+G0RZqGx78VQs9lOPtd9NkjXdZTL5Ug2JYkhl9u9JQG0B8FLFzYDrUIG4bgeLiyVsVpo4PRiZnvfepQOyxhDKqEhbigoVi00Lac9uXgchaqJpiV2SyydUJFOaJAilNn1ODbLJupNG7m0AVlql79pOShFPMMkSwzHDqUxm4vjwlIJ5R7nt8LCGEPcUGBoMsr1FqoNe6tNPbx+8Tqu3ViJJIhjqRnc/bYfQGHpFVx/5W+2ox8n7387Hv2WvwMjng5tU9V0nHn4m3D42D0498LnUC21z+xYjRJWLn51+7xNODiW3/giNq69hJOPfgDzd79169B1Axe+8kdYvfRsBJtAvXgD5z77XzB7/FEcPvNOSFtndurFG6huXAfn4fuqJMkwUtNwbBOtWmH7ybu5I2fwlvf+MNL5Q5HK2ouYruDxe+ewMJOMeL2K+RkFlZqFSv1WP80kdaQTt29LbBicA6VaC/Wmg1xah6HJ/YKEoWiYDppWDZmkjmSXkIxad02VMZeP7zpLmYipyCb7b4kNo5dAE7J1yBgYaz9xlkjoI9sbhCxLUAJGwyYBXwSFyXy/78WQYRgA2meH/H8DgGVZiMWCV7QTz+OoVBo9P3M9PrIQ6qTasPHC6xt45J6ZUNGVQciyhOlsDNdXqyjVWqg1bWGHjBWJIRFXEdcVIU+gmS0XKxt1JGIqHNcTcoYppiu4/+QUzl3aRFGAIAJuHbasVmt448oqbiyvw2qN1g8YY5g6cj8yh05DNlcwu3gXZhfvHrms6dwM3vwt34VPfeLXsX7jwtaW2GgdwLZqOP/FT2D5wpeQmTmB5Te+CKc1YhZszrF2+WsorV7EsQffA7NW2BXViYKiGpCz8zh93+PITS/iyN2PChMXxw+lkEsbOH0kG2hLeBASY8im2hGNhukgYagDI9J7ib0V0ZnNGdBVGWKeZARKVQuO6yGXMoZfEADGGJJxDTFDQb1pQ9eUrfKKQdQZql52S6XBfb/fAj0IruvBccQuhg8y/usUKpUmXNcL1Lb7Xgz522Nra2s4evTo9t/X1tZwzz33RLbb73Bbr0O8IrAdDzHBiwPGGKoNccLNt+k/bSIKDggVmEC7nIaugNXEno1i4Lh09aZAi+3J+96Hvl2ok2VMgmc3UN24IswmAFTWLqHiP4IvCMeqo1ZYEmqTMYYT974N6dysULuphIa7j+YiRxl6oSoyMsmDsWp3XA5d7NsC4ArctveRJQnpMUdbRBP2QHUY6AXAO/Hboi0Sg7X7/lymdHDmzBkkk0l85Stf2f5bpVLBuXPn8Pjjj+9hyQiCIAiCuBMIHRmyLAu6fvsUuaZp+MEf/EH85m/+JvL5PBYWFvAbv/EbOHToEN7znvfctnIQBEEQBHFnEloMvf3tb8d3fMd34Lu/+7vx4IMPjqNMu/iH//AfwnEc/OIv/iJM08Tjjz+O//yf/zNUVXA8lyAIgiCIiSO0GPrRH/1R/Nmf/Rn+4A/+ACdOnMAHP/hBfOADH8DMzMw4ygcAkGUZP/uzP4uf/dmfHdtvEARBEMRBZG4qsW+eUBRJ1HNQsz1ejDqM0GLop37qp/BTP/VTeP755/Enf/In+PjHP46PfexjeNvb3obv/u7vxpNPPkkRG4IgCIK4DXDO8aH3ntnrYuw7XM8L9UBU5KfJHnnkETzyyCP4yEc+gs9//vP47d/+bXz4wx9GOp3GBz/4QfzgD/4gFhYWoponCIIgCGIIjDF88ouXUSiP+CqMfUY+E8P73nZi+/H4sHgevz1iCACWl5fxZ3/2Z/jkJz+J8+fP48SJE3jXu96Fz33uc3jmmWfw67/+6/j2b//2UX6CIAiCIIgBnL9SuOPScSzMJPG+t50I9Xj8KIQWQ7VaDZ/+9Kfxp3/6p3juuedgGAaeeuop/PIv/zIeeeQRAMDP/dzP4cd//Mfxa7/2aySGCIIgCILY10R6mqzVauGhhx7Cr/zKr+Dbv/3bEY/vPqz0wAMP4Ny5c0IKSRAEQRAEMS5Ci6Ef+IEfwPd8z/fg5MmTA7/3Iz/yI/jJn/zJyAUjCIIgCIK4HYR+A/U/+Sf/ZKgQAoBEIgFZPhivoB83ssTQaNoolJtwPXF7n+mEhrPHc0jExGVVcT0Pq4XGVr4zMa93VxUJUxkDmaQ+cgJIH8fxUBacioNzjqrp4dixY0gmoyXo7MXcdAb3nshjcSYhrP5msw4llsfcqScgq2LyPsmKinf9rR/BD//jf4Njdz8kxCYAvPUd34KPfOQjePe73w1JEvPS+0R6qp3sVmAKAlli0FUZm+UGWvb+zvOkKhKmMwYyCU1AFrE2rufh+moV568WYVrisqwb+sGaB8aR1oIyZex/GJ/AhCau66FQqPf9fL1ioVgXk0srHVeRSbZzfflZjLNJHYmYOtJ7Ibpv28pmA1dXqpGywfdDUyXk0zq0iNmQGQMyCR3J+K1XLXgeR7FqoRnR2XLOsVZs4vLNMhyBOY9qDRsXlkqom852ssZKpYKVlRXYdrS+YOgq3vzwXbjn5OHt+2W2XFy8UUY5YoJZz/Nw/eI3cOHcs/BcB5x74J6HjesvobT8BqImbD117+P44I/8f5CfXQDnHJIk42uf+x/45O//W9SrpUg25+YX8I9+/lfxTe96DzzPgyRJuHTpEj7+8Y/j0qVo+c8kWcE9D38z7nn4nVvjSYy4msoYOHk4DVWRtsdlKq4hM0I29HHQ9h/ajkzwrsdRrFhoRkyCzDlHvWmjWDW3J23GgKNzKSzMJCPXX1Ml5FPGdnJaxpiQRKi+jU4fKOIdO90+VaTNet1Cc0h+xpmZVOTf+dgzz92RB6g//PSjKBbrIx+gDtK2JIb6YLZcrJYtWBFvgq7JyKd0KDLrOahURUI+bUALmXG50xF02uWcw3E5Lt+sYL0k9hHLVFxFJqGFcooxXUEu1Z5IusvJGINpOShWzVCCpt5sCxaRyWkd18PV5SpWCrszSvvJD9fX17G5uRlqxXjm1ALe8qa7oMjyjnbz679eauLKzQpaIfpXaXMF557/HOrVYs+ytpoVrF56FmZ1I7DNVGYK7/+Bn8ZDb3kvPM+FJN3qj57rotVq4i//27/Fs//vnwSuv6Ko+P7/7cfxoz/5jyFJMhTlVuTSdV1IkoRPf/rT+L3f+z00GsGz2M8duRtv+qYPIJZICRNBhibj1EIG2ZTec6KWJIZ82kBMV/b8pXZxY2tMMfQcUw3TQbFqhVoQtWwXm+Um7D790NBknF7MIpsKnoJJYgyZlIZkTOvpp4DoQqPX9f184l7bZIyh1XJQq5mBktWSGNoJiaHbQBAxBLQ7dLnhYL1qBQ5zyhJDNqUhYaiBBlIypgZefQ5zJP7vlestXFwqR46+9EKSGPIpHTFdHlgnRWbIpQwYujKw/n5dKvUWqvXB212u6+HaahU31offs6BwzrFeauLyzcpQQcY5h223cPPmMur1wWWYyqXwzifOYiafHlp/j3NcXa5ieXOwIGhZTbzxja/g5tXzu1bEXUYBxlBeu4T1qy/Cc/pHnyRJxlu/7Xvx3u/9+1AUDVKfLW2/Djcuv4o//i//Ejevnh9Y1keeeDv+yUf+NQ4vHhu4Jea6LhqNBn77t38bn/vc5wbajCUyeOjt78fhY2fBuSdECEkMWJhNYnE2CYbhk7OuycinDagRo6SjoMoScmkdhiYHGlPlWguVIQsGz+Mo1UzUAi4spjMGTixkoA9ZvCViKrJb2+HDygkEF0VBrgkrtIIInqhl5ZyjVrNghfDBJIZ2QmLoNhBUDPk4rof1SgtVc3DHTsVUZFJaIOfaicSAbMpA3Oi9+owyyAHgxnod19dqoV48NQxDk5FL6VCVnRMSA5BKaEgnbm0JBi1rO8xvwuwK83POsVk2cfFGue/KNQoN08aFpXKoCJPvMEulElZXV+E4O/uCpip47MFTuO+uRXCOUOK2YTm42KM8nHPcuPIq3nj5K3Dd4Ge4OPfguQ42rn4d5bWLuz4/evoBfPeP/iJmF9pn/4LcK891wRjDl/7mD/FXf/wfYDZ2Ot6p6Vn8n//4l/Hub/8uuK4b6Lwg9zwwScJrr72Gj3/841haWtrxOZNk3PXA23D2kSfBJFnYeaNcSsephTQ0dbCw70U6oSGd1CHdhihRe5tZQ2prmznMmHJcjkLFgmXvHlMN00GxYsIL6folxnBsPoXD07tTP6iKhFzagK4OFmzdZQkiRsJEaMJ8DwjvUwd93/9Os2mj0Qi+gPYhMbQTEkO3gbBiyKdhuVgtm7C7IgntvfFbAiFqCLh9RufW6lNEqNZ2PFy8UUGhYkYqUz8yCQ3pRPvck6HJyKUNyFLvLcEg5WyH+W2UtsL8zS2BUKpZwsrsuh6ur9VwY70Ohmina/xV3+rqKgqFAgDg9LFDeNujd0NT1UjnK/z6t899tSNVldIGXn3+s6iUgm959cKsFbB68auwGiXEkxk89X3/AE+86zt3bYkFxfNcNOtV/Pnv/iZe/NKnIMsyvuvv/DB+/B/8PDRNh6yEP8zvuu0J+y/+4i/wR3/0RzBNE9PzJ/DIOz6ARHpK2PaUpko4eTiDqYwx0tkVWWLIZwzE9PGlHYrp7W327m3moPj1qzdtFGsteB6H7bgolM1dAikscUPB6cUs0gmtLdiS+vYZJlHbVIP+HsZuP5tR7A46osAYg227qFbNSG9LBkgMdUNi6DYQVQwB7Y5frNvYrLa3IHKp9gFhEQcDfaYy7TMKwOiH+La3OdZruLJcFVG8bXRVwpljOSTju88GRMEXGs+9toaLN8pCn8AoVky8sSQqwsTbO1LcxenFNOamM8Lq37Id/PGf/v/w+rkXB2+JhbAJAPOzeXzLt38fdD3ed0ssuM32VlVp5Q3cf9cCjp04BWD0vup5HjYLRfzJXz2H1PQxYVtiAHB4OoFjh1IDt2/Ckk5oW09IiosSyRJDPq0jNmSbOSict1MSvH69hM2y2AXRfSfyuO/kVGTB1kn3oWiRh619RNv07XEO1OsmzCE7B8MgMbST2y2GxD2TPSEwxpBPakjFFFRMB4kRVkS9kBhDPOB5oyD4NtaL4vPWzOTiQuvPGEOxauHCUnlkW928fr0MJ+KKbTftpwJPLea3syOLqv+lixfw+rkXAYh5xJcxBlmW8dQHf2Tr6SsR5WwLlLe/9c1CxYAkSSjUGVLTx3b8zqjomowTh9NCbHWSiImPDKXiKgytLVZF9alqwxIuhADgXkFCCOhdV1F2O32p6LK2Wg6qHU/hEQcXMd5mAlFlCflk8CcsguKPM9FProQ9HxAEiTHhTkDk+aZOxhEAHccj1/6WkUgYkyBJkvA+JUtMeBt4/NYYEMW4zveIEpc7bQo1ByDqyxaGI0oIdTKOJ/bG+RSgadokhO4QSAwRBEEQBDHRkBgiCIIgCGKiITFEEARBEMREQ2KIIAiCIIiJhsQQQRAEQRATDYkhgiAIgiAmGnrPEEEQBEEcYOamdqdI2e8Me92J/w632wWJIYIgCII4oHDO8aH3ntnrYowF1/PG9u65bkgMEQRBEMQBhTGGT37xMgpl8VkGxkU+E8P73nYClUpzYC43z+MkhgiCIAiCGM75K4UDlZtsYSaJ973tBFzXGznvmCjoAPUoHKwt2vFAbTCxjG29RukNCIK4zZAYiohhqEiNITeZt5VlWmQuLc45Yrr4IKDZcrbyk4krq6HLGEPKr+3klyIxLVdIZvlOstksALH5lDzPRaNeE96nmpYjPOdbMqYK10K248J1PeFltZ1x2BSToLkTTRHf9wGg3rCF96nu7PWi7Hb+v0ibqZQBfQy+lbj9kBgKiaJIyOXiSCZ1GJqCmVwMiizOeamytCO7+qgD2L/+nqM5HJ1LCk0EuVZs4tUrBbQETAr+9bIk4dEzs0gnNBFF3Ob+U1OYn04AEBfMur5WwxvXS3Dd0cWrf70Wz+Nt3/pBJNI5EUUEAMRTWVy9sYGG6ez4rahwzuG6Hv7qyxfx2eeuwnbckff1/Ykwk9Rw38k8dFXcBC5LEpbWazBb7vZviWCj2ECl3tou+6gwBuTTOnIpXUhyWb9MjDEszCShCWzTVFyF2brVn0T1/04hKMrmsL+NYpMxhnQ6hkwmBlmm6fQgw/g40nnvc1zXQ6FQD3UNY0AioSMW07ZXLz6cc1QbNso1K3KZGANyKQNxQ+npEMKuFvtdZ1oOLt4oo1RrRS5rNxJjODKXxMJMAhzhs4RzzuF6HMWqBdO65WA3Sk1cvFHZIQ5Hpda0cXGpjFrTFmZTkRmOHUphbutR0Cj3yrRcXLhRRqXe2vqbh6VL5/DGN74Cz3NDO3HGGCRJxl33vxmLJ+8FY21Hrasycmkdihw+i71fhrVCDddXStsHH5NxDd/y2HHcfWwKnsdDZbL3x5LVclComLC3zg94HseN9Rqur9UAHm3nTGJAtmtMxXQZuZQOWWDGdUWWkE8bMHRll28ISjap4dRCBsZWlMHzOMp1C7VGtH7qj6lCxdohAutNG8WqGSnTOmPtfvXgqWnccyy34z53RnTC1H/QdeOw6X/ero8Yn9r5WbPZQr0ezbfOzKQiXQcAH3vmuQN3ZujDTz+KYrF+W84MBWlbEkMBMAwFiYSx7Qz64bgeihVz2/kEJW4oyKYMyAMmkaADOIgD4bztJC/eKG9PPiKI6QpOLaSRSeqBHJhfp2qjhUqt1XPCc1wP11aquLkRTrwO+921YhOXb1bgCnxSIRlTcXoxg7jRntCC1J9z4NpqFTfX6z3rb5kNvP7yl7By/UKg7QP/O4eOnMbdD7wVutH7XR2puIrM1jbv8EmhXc6maePyjU3UGr2d/bH5DN79lpNIJ/RAE41f/2LVRL2POG2L9wpKIRcayVi7fr2EGQOQTmpIx9X2fwsSRXFDQS5lQAohtFRFwqmFDPLp3m3Wst0dInEYfv8o11uo1Hu3qetxlAa0eT8WZhJ49OwcEoY69PeD3v8g3x2XzaBCK+x3PY+jVrPQ2oqcBYXE0PggMdSHoGJIliWkUgZUVQ61OmlaDooVc+hE668o9YDnWUSveFzPw/XVGm6sixMaADCdNXDycAaK3HtS8MtvthwUK1agyE+taePC9ZLQiI7teLi6XMFqsQkGced2D03FcfxQqu+k6Nd/s9zEpZsVtOzh9S+s38SrL3wOjVp54PfiyQzOvumdyM8cHmpTlhiyKR3xIZOb53FcXylhdbMayObj9y3gLQ8sbEWn+te/1mihVLXgDXFBYcS7pkjIpY1AW0KKzJBPt7e7RcEYkEnqSMW1rf/uPxYXZhI4Mpscur3COUfddFAaENHx27RpOShWLTju8N7cHY3rR9xQ8PjZORyeSQ612VmW2x2ZiRpFGmTTJ0pkyrIc1Gpm4C1kEkPjg8RQH4aJIcaAeFxHLBZ95ehxjmq9tb3tscM+gExKRzKmRrLdPYCjOgKfhmnjwlIZ1Ygh+V7IEsPRQynMT+3cOuKcw+Mcpaq1fYYlKJxzrBYawiM6lXoLF5fKaFjhyjMIVZFwfD6N2Vxsx33hnKNle7hwo4xSNVy0w/NcXLvwMi6e+xo493b0A8YknLr3MRw9/QAkKdzZEEOTkUsbO7aO/DJvFGu4tlyC7YSLdmaSOr7tzSdx/HB216FY2/FQqJho2eFsdor3bvHKGJBN6khEGFPtiI4OaUjkNwyq4i90dm+dpeJ+BLG/CO2FH9HpHje+YC1ULTStcG3KOUetYaNU2ym0/OLed2IKZ0/koUQ4DyPaT/WzEVVcDSurKJuNRguNPtHUTkgMjQ8SQ30YJoby+USoUPcgbKe9dWZtOf72mQVDyGE7Ec6l09Z6qR2pcAOsKoOSiCk4vZBBMt4+a1Vrts9WjdLrbMfF5ZsVrBXFvWSMc47lzQauLlcg8h1fmYSGU4sZxHQFHudYWqvhxlptpN9oNqo4//UvYH35KgBgZv4Y7nno7YjFoztTBiCV0JBOaO2onWXj8tImKvXo5+AA4PSRPL7tzSeQiGnwPI5Szeq7zRaUbvHe3mbWIUvRx1RbTGmRFyj9SMTU7a0zRWY4cTiNmWxspN+wWu2tM2frCblqw0a53hppTLmuh2KH0JrLx/D42UNICXiQQaSfuh02u/8twq7juCiVBvsrEkPjg8RQHwaJIcaA6enonbIX7QOyDiSJQRcYkvdti3TelbqFly8WhNnzOb2YBucQekbp1Sub2CyPNll3s1Zs4I3rg7eiwsIYMJU2UGvaoc+TDaKwfgMAkJ9ZEGaz1WrB8zwUK42RJtdOUgkNH3zyXpgtR9jbZDnnuHSjDA9M6JNnuZSOZEwROqamMgYevnsG+bQRKcLSC845vv7GBlq2B1vgAwYzWQPJmIr56YOX60oEov1pp92NjcFihcTQ+AjStvSChNsAYwyGLtbBjgtRzrqbhukIt60pstCzPkB7e0M0nAMbZVO4XZEiyMd2PJSrDeE2G6a4LVigPabihgpbYBQTwNhe/T+bE5t0sn3mzhW6XQy0txpncqNFrgjiIEIvRiAIgiAIYqIhMUQQBEEQxERDYoggCIIgiImGxBBBEARBEBMNiSGCIAiCICYaEkMEQRAEQUw0JIYIgiAIgphoSAwRBEEQBDHR0EsXCYIgCOIAMze1P98Y3i/BxWxe7EtIRUBiiCAIgiAOKJxzfOi9Z/a6GKFxPW9sb3yPAomhLsaZqU103ptxpJVTZAmP3DODtWITN9ZrQtrD0GTIktikio7rQZZlzOYTKFVvJcIdBY9zWC0Ph6YSqDZaqDdHTyHBOcfm+gpuXLuAVDqHoyfuhqKOnvyyXqvi6sVXwQEcP3UWieTo+fRc18XmxjrqjTpi8RRUzRj5fjEGvPm+w3j0zCw2Sk1cX63BE9CpzJYrPBWHLDHEdHF5znwUWcJzr63h0FQc89MJSILGwIOnp1Bt2Li6UhWS80+RGVqOi7VCA9m0ITTn20FiHH56nPMKYwyf/OJlFMriEleLIJ+J4X1vO4FKpQm3R/48z+P7SgxRotYexGIqEgkdAIRkg+9GxEDrtCsyc32nPbPl4uKNMsq1aFnGZYkhm9KQMNR2+drGRy5jpd7O0u3/N2MMtWYLpaoVeXA1LAfFirUj11PLbmcHjzrRNBt1XL7wCiqlW4lvZUXBsZNnMDO3EOl+uY6DpasXsHzjyo4M2/MLx7F47DRkJfz6hnOOcrmMlZXlHU5LUTXEE5lINgHgyFwa3/+es1icS2/3rZbt4eKNEgqVaAl2XY+jWLW2s6uLIhVXkUlqYBAzPgFA12RMpWOQZbZt09BknD6SRWaEbPCdGduBdptcXa5ipRAtpxwDkE5oSCfU9n9vlTVuKMimDMhS9PYYl5/qrL9ve1Sb3Yjy05wDtZoJyxrcZ++0RK23OxnrIChrfR+GiSEAkCSGZFKHrquRB3CnuAjy96A2ezmVcdlkjGG91MSVmxW0QnTocUwupuVgs2rB7RER8J1OqWqiFiKi47geChWrZzZ5v03rTRulmhV4dee6Lm5ev4Sb1y/tsNNJMp3FybvuQzwRzAFyzlHYWMGVC6/CtnuLU1XVcPz0WeSnDwVuc9M0cfPmTTSb/VeVRiwJI54MbDOmK3j/O07j7Q8twuPYMZn6fapQMXFxqRw4osc5R63phLoPQdBUCVNpHYosCeun7UWAgUSsv++YyRo4fjgNTQkXfek1zm8tCGxcXCqH6v+GJiOf1iFLrGc5GQNyKQNxI1yi6XH4qX7X9/utUWyOWla/LM1mC/V6K1AUn8TQ+CAx1IcgYshH02QkkwakPs6iF0EGZ9gBHHQVFHYAB/k+5xwe57i6UsXyxuDVp65KyKUNqHLw9hqG43ooVi00rcETp9+Wlu2iUG4OjOhwzlFp2IGiXu36t4XWsIhEcXMNly+8gpY1OPLh3/v5xeNYPDo4otMrwjSIdDaPE6fvQyye6Psd13Wxvr6Ozc3NQDYlSUIsmYGmGQO/9/i98/iub7kHMV2BNCCi4IvXa6vVoduxLdvFZsUSshXkIzEgm9KRHCBYopCKa8gkdTA2fAxKEsPx+RQO5eNDvxt0nALAymYDV1erPRcNPrLEkEvpiBtKoPprSntcawG2zsKUVbSfCmtTtJ/2r3FdD9WqBccJvn1PYmh8kBjqQxgx5BOPa4jH26HtSRzkfhkaloOLS2VUGztXn+OYXDjnqG4JljCd1C9rrWGjVDN3TbSm5aBQteBEOHNitdrbaXbXHrhlNnH5wjmUCuuhbbYjOvciPz23o90818WNIRGmXvg2Dh85iYUjJyHJtyYwzjkqlQpWVpZDOepbZdURS6YhyzvF2/x0At/37ntxciEbeuIwWy4uLJV2CVPP4yjVLNSaYrfEEjEFuYCCJSiaKiOfNqAq7beVhLGbMBScXswiGVd3fRZ1MnZcjss3K1gv7Y74pbeitmHLCQDJuIpMQu8pdPeDn+q8Zth3wpZ12Pe3I8l1C80I5w1JDI0PEkN9iCKGAECWGZJJA5q2ezV1UMK/o+6z+2VZLTRwZbkCx+VIxhRkBU8uVqsdDXB6HLwLU1aPcxQrFhqmDcf1UKpaaAyJMA2zCQDVho1K3YLrelheuoKlqxcA8JEOtaezUzhx172IxRJbEaZzaFlmZHsAoOkGTpy+F7mpWViWheXlZdTr4ft+N0Y8BSOWgK4peOptJ/Etjx4DB4cshX912fZ2bLGByzcrsGwXDdNBsWpB5PlKVWlviQWJbgRFYqy9CIhrIy8C5vIxHJ9PQ5HbbShim6ZSb+HiUhkNy4GutrfElBGjthJjyKV1xHRlh3/aT9tUnTZul582TRv1evRziySGxkeQtqWnyULguhzlchO6riCZ3H3AepRB23kgsHtCjWrXtynKXue1s7kYMkkNK5sNoU+Kcc5RqFioCzggyxiDBGA6G8PSmoPltcbI5038OqbiKhyrji9+9YtoNqMdXO2mWi7g689+HrF4As3G6IIFAFqWifOvPI9Mfh4eEzfczUYVJ+eT+MkPvQ2puB8piN5PgfZ9iusK/ua5JeHRoGxSQ6pH5GUUYrqCqUxs+5mAUfv/aqGJetPGfSents9ZjTL2gXY/feiuKdxYb/cnEePU4xybZRPZpL4jmjVqWUX6qU66BYxoP+15HNVqE7aAJ1qJveNAiaFf+qVfQqvVwkc/+tE9LYdlOWi1HGQyMahquwlFDFwRg7WfTRGrrG67puWM7LS7aTmeECHk45fr+qqY1wR02r148YIwIQTcukeihNAtmFAh5POBJx9AOqEL7VPX1mrChZAiM6RHeHqrH7mUITQaCgAz2Vjfw8xRYIzB6ng4QGRZk3FVuK8ah58a9N+j2GxHg1qoVqM9GUnsLw5EOg7P8/Bbv/Vb+P3f//29Lso2nAOtHk8g7WdEOq4tg2LtAQh1OGiPEXnw9iAiC3wCq5MD06SChVDbJhMq2g8aB208DXtcnjg47PvI0MWLF/ELv/ALuHr1Kg4fPrzXxSEIgiAI4g5j30eGvvzlL+PUqVP4i7/4CywuLu51cQiCIAiCuMPY95GhH/iBHxiLXUUZXQcOeo8KQRAEcWcjSRIUZe/3NRkTd85MFH55ZHnfx1wA7LEYWlpawrd+67f2/fxLX/oS8vm88N+VJIZcrv8L6e5E9ttAIQiiDxM+VA+Sr0qlBr+E9HYhyxKUkG8zHze+CEqnY3tckmDsqRiam5vDX/7lX/b9PJPJjOV3PY+jUhn9KSDDUBGLiX9KZRxM+mFfgjgwcEy0IDpIvqpaNSO9vLQXoyzQXdcTVg5R+HkO+yVqvZ0Eads9FUOqquLUqVN78tsiXgK1nzLuEgRBELcXz/P2/IWCAHq+T26v8cvTFmp730bDOBibeQRBEARBEGOCxBBBEARBEBMNiSGCIAiCICaaff9ofSe/8zu/s9dFIAiCIAjiDuNAiaH9Br1niJhk+Lhyp+yvc6C3H3IrB4b9cmZ5biox9ifwwh7Qns3Hx1SS8UBiKCKJhA7DaGdsFvkoqG9rHDa7/z2qTU3Aiyu7URQGxsQ6GY9zJOMqSlVLqMPI5/O4evUqJMbgCfaKnUkrR7cFeK4NSRaXtZ0x4MLVddxzfE5oX80mdXCIHVOex+F6fDupsCislgslJnYM1Bo2pGmx41+WGRjEa8yW7UFTxeWn8+s8Lv8n2iYH0HA8MA7I2LucepxzfOi9Z/bmx4fget6BeeqaxFBINE1BMqlD6pFZepTB1n2tqAzOnHM4rodCxYIiM+RSBoDRnEL7MU7AHEOi2nRcw/w9CVxdqWK9ZI5ky2/TQtnE9dUqXI8jk9TBMFqbMgbENAU//SPvRvk734Rf+/d/guW14kgCzi/PmTNncOTIEbz00ktYWVmJbrCDTHYKR0+eRrVWx8bGhhCb2VQcsVgMGyUTuZQGSRqtTV3Pg+tyfPnlJXzjjRUcO5xDKmGMNKZ8AXD0UAoPnprCSqGBlc3R3y8GAAlDwcJMHIxJKNUsIeJdlhgySW173I86eft2VEXGoekESlUTTUvMmNVUadsHivJTvf4mwuY4/HTTclCqWnC3JnoX7clU3gNBxBjDJ794GYVyc2y/kc/E8L63nQj9ziDP4wdGDDG+315OcBtwXQ+FQj3UNZLEkEoZ0DSl72CK6hQGXRd1VeOvXMo1C7WGfaseDMgkdSRiauiy+mWoN22UqpbQaIiqSMilDejqrbeolmsWLiyVI4kuj3M4jofnz6/h8s3K9t9liSGb0hE31Hb4KUT92dbs+ujZWXzTg4eha+2ytmwH//W/fxb/+ff/51YUIvw7NWZmZvDoo48ilUpt/+3mzZt4/vnn0WxGc3KapuP4XfchPzW7/TfLsrC8fBP1enhRIG2t2t/1ljN4x6N3bb/xljEgk9CQiofvU57HIUkML55fxX//f86jXLO2P5vOJXBsPgdZjhZ9SMVVvPneuR3h+mqjhQvXS6ib0bKNSxLDifk0Dk3Ft8vkeh6K1RYaEW0CwFwuhmPzaahd0dYoPmWQzzAtB4WKuT2Jh0ViDLm0jpiu7LA9ip8C+tdPdP2j2vSvc12OYtXs65MkACqLFiWamUkN/1IfPvbMc7ixXot8/TAWZpL48NOPolisH4h3BnUTpG1JDAUgHtcQj7ffNB1kAAUdbGEGZRibjDE0THvHyqUbbUt8+M43iF0/wtSyxUWE2JY4S8bUnmXwOMfyRh3XVqoI4r89zsEAXFgq46U31tHqM3ANTUYubUDuEeHrx/xUHE+95VjfvfAbKwX8q//7T/HF518PtM3FGIOmaXjTm96ExcXFnuVwHAevvvoqzp8/D2D4vn37d4HDR05g4ehJyPLu4C/nHJVKBcvLy3Dd4ffS37a86/gc/taTDyOf6f02V1WRkE/p0DU50KTocY5ixcQffOZVvHZls+d3ZFnCkUNZzOaT2/UbVlaJMTx4egr3HM31PNfHOcfKZgOXlyuhVq0z2RhOHE5DU3unPTBbLgoVE44b3GbcUHB6MYNUvP+b7MMIjSB+gnOOar2Fcr0VuJwAkIyryCT0gWclw/qpoHUSWf8oZQWASr2FSsA2U1j4rTMSQ+ODxFAfgoohVZWRShk9t8SGMWgAj7KKGrbicV2OQtWEFTCakoyp7a0j1j8yxQFUahaqHREmEcR0BbmUHiiRn9VycelmGYWK1fNzvxuXaha++soqCpVgW2zphIZ0or/QZQzQFBlPPraIB05NBXKcn/3KOfyr//tPsVGs9RQv/j286667cN9990FVh5/lqVQqeP7557G+vj64PpkcTtx1H2Lx5FCbrutibW0NhUKh75kSxoBk3MDf/taHcebkfKD+mjDa97Vfn3I9D5wDf/Xly/ibr16BEyDsnohpOLk4hZihbk0wO+365T8ym8SjZ2bakb8htGwXl5crWC8OjrzFdBmnF7PIJPWhNjnnqDZslGutgWd0JMZwfD61I8IUxDYgLoLcXtwM9xWqIiGfNvqKwChl7ffZXtgc5qebloNi1YQbQuQC7T6psnY0PggkhsYHiaE+DBNDksSQTOrQdVX4vrXo/fXOCESYlUsnksSQ3do663YOwyJMUVBkhlzagKGFP7JWrJq4uFSGZd8akP4B2a+/sY4L10uhD4rKW2epYvqt8vjRkAdPT+Fdjyzu+CwITbOF//z7/xP/9U8+Cwa2Y+ssn8/j0UcfRTabDWWTc47r16/jhRdegG23dpxTUVQVx0+dxdRMMMGyo6zNJpaXl3dsx0mMgQN4x2N34V1vPgNNDVd/fzs2Fb/VpzzOITGGVy9v4A//+jVsRjjjMDeVxJFDuV0LlISh4PF753B4Onx+p/Z2bGnXeRrGgGOH0jg8k4AUsk0d10OxavU8ozOdMQZGmIbR6UO6fUEUW6bloFC1dkXJGAOyKR0Jo3fUNojtTl8iwvf5dn07og5H9/LTnse37mH07U8g+NYZiaHxQWKoD8PE0NTWY4r7+WmGTrtRVy7d6Kq8vXXmuB6Klf5741HxJ8hR2sHzOJbWa7i2UgVjDFdulvHC6+sjlzWmK5jKGGCMYTpr4Km3HMPCzPAIyyAuXVvFr//7P8EL565AVVU89NBDOH78+Ej1t20b3/jGN3DhwgUAwKHDx7B4/DQUJfrTYpxzlEolrK6uwnVdHFuYwge+9U2YnUpHtgm0D9rmUjp0VUalZuEP//pVvHRhcHRrGKoi4eh8DtO5JBgD7j85hXuP5wJFGPvhcY6b63VcXamAcyCfNnByIR1JsHfSHpsWHJfD0GScWswgGyDCNAzRPsXjHJVaC9VGezEVNxRkUzpkafSn5cb1NNc4bVYb7YWlqNmRAdCHNCWJofFBYqgPg8QQY8D0dPRO2Q/RQggAqg0LjabT91xMVHRVhiXwXBAATGcNqIoMZYQJq5s//p9v4OsXNvpunUXhzLEc/vY7T2JxJinsPVKcc/yTj/0VUqkUdH30idDn6o11WC0n0JZYUI7MxHF0Lo4j83lh/bXWaOGvv3IJ11crQs+b/Z/f9xjmZ5JIxsS9MsCyXdi2i+SAMzxhURSGuK4iFdeEvptsHD7FcTx43AsdCbxT2Cg3YNteqHNfQTFIDO0ZQdp2Mnv8HQLnEC6EAAgXQgCECyEAcD2OUi38tuAgGGM4OidWDDPGMD09LdQmAMQTSUjKaCH8bjRNFSqEfC4uFYXaA9oHekUKIaC9ENAjbl/1Q2Is0Hmj/YCiSOB8j16Ysw9wXT4WIUTsfyg3GUEQBEEQEw2JIYIgCIIgJhoSQwRBEARBTDQkhgiCIAiCmGhIDBEEQRAEMdGQGCIIgiAIYqIhMUQQBEEQxERDYoggCIIgiImGxBBBEARBEBMNiSGCIAiCICYaEkNdcN7O+TOOlG2ibcYNFQsCczMxBmSTOhZmk8ildIhKo5QwFMgSE17/97z5KP7F33sLHr1nVog9Q5OxOJvEl15extXlClxv9PJyzlGpt/C9T57CN79pAQlB9yqb1PHuJ47i/d90Aoem4kJsJmIq7jqSFZ6KQ9dk/MMPPYH3vf004oaY+t9zfAoth2N5syEsfYyqSJjNxXB4JoGEISZTke14ePVKAX/w16/judfWYDujl9VPJHpjvYbVQl2IzU7bohln+kvRtqczMRyaigtPyULsfyhRaw80TUEqpQvJXN+ZCRmAsEzLnbeNMYaW7aJYMSPnKovpSlsASWy7jJwDpaqJuhkt/5WqSMilDOiavKu8o9DdZRljeP16Eb//mTewWmiEtscAnDqSxcN3zUCWGaSt8mmKhJMLGUxljEjltFoOChVzO9eR53FwAK9c2sS5y0V4EYaepko4eTiD6WxsR5+6tlLB8+fX0bTC3yuJMZw9nsN9p6bAwIQmE+3E8zgc18Pnnr+Kl95YjZQRPJc28G1vPomjhzI7xlFiO8t6+LIzBmQSOpJxteNvDFbLRbFqwo4wpjj//7d358FyXPW9wL+9TPfsc+dKV1cbXiRZ3p43kHkOSgBjQpyq4Eoer8qVgMvCJjYOXogqRoQi5A+zhJLtMiEEME5VKNlyEkLKSVz4USK8/PEc48RZnARjvEmWZS1X0p19n+5+f8zt0dy50zO9nNbc0Xw/VeCrnpnfnNPT55xfn9MzbWEhV8MbRwswlj5/CYAWUfDOS9bh/PUpX+2gsdTO+8uUimtIJ7XuseunvGH2U/2xV2PM/niVWgv5cgOmgJOiiAQoI4rIG7WGh3etdzAqGQI6HWQioSO6dCbrp7E5NdQgDXhUTLsBu/1UVUVGNqUjqqsrOj/7341mG7lSw/Wg0D+4nI36G2anbD/657fwf37ypuuyzqajePdl88imo46d/0xSw9bNGUQ1d7MFhmkiV2w4JiaWZaFSa+GfX1rAcZfJmwRg41wC561PQ5ZW1t80LZiWhf967RR+fjjn+vNfPxvHtZfNIxGLCJ8RGsTexwuLFRz4yRs4ftpdB64qMv7nFZvw7ss3AcDAhE2SgGxKRyKquq5L/0lAf1kBoFxtoVBx36YqtRZeO5JHqdpyfM5cNoZ3XzaPdMLdDVxN0xp5YiLLEmaX2rKXz/Js91N+E61hrw2rrJYFFMoNlGvOn+UwCgBV6hybowRJhp784ctY8HEiaBuVBqybjeO3bryUydC5xk0yZFNVGclkFJGI4roBu2mYXjsFt8+3LAvm0oxOdUjHKQFIJzSkEpqrsgLuBoVhg4uf+nh9vml2lqX+4sAr+O83Tjs+L6LKuOqiOWzbnIEFjDyjliTgHeuS2DSXdJw5sZMcN8moXY83j5dGzuikExq2bc4g5mKQs5fl/vmlEziVrzk+L6areOfFczhvfVrIDIBXpmlBkoAXXzmB//cfh9FoOi/1bNmcxQfffSEScXczH5oqYzatQxuy1KEqErKp6MCTgH6WZcE0LeRKzgkuALQNE4dPlHD05Oi+xX67Sy+YxeVb1kBVBl+xYFkWqvU2cqW662QsqinIpqOOMXtju+1TOmUW20+5jen2+X76FLcxvc68S+jMBnmZqPSbDJ2t9muYJvK5qpCZsrONyZADL8mQLRqNIJHQIQ04K7f5Oetxs3zkp+PozugUG2gZyxuw3VkqIxKWQXGdBgUvg0t/TMBdMuY2pmlakGUJ//XaKXzvx69hsVhf9viFG9O45uJ1iKiy52UFXVOwbVMGM6nlZ/TNloHFAcsXbspqWhZefPUUXnkrv2zAi6gyLtiQxvxs3NM+NS0LsiThjbcL+I9XTy5LNCQJ2P6OLK68aC1kKbwlMbdM00KzZeAfXziEn75xctlj6YSOD1x7Aba+Y9ZXh5+KR5BJaMvqKAFIJTSkXZwE9LLfv97oJCb20qf92OlCHa+/XfC1pBbTVVx76Tw2rUsu295sG8gV/C99Z5ZOdpxmUQDv9R/2OfiZnRn1Gr8xRSZNveWo1FoolBsYlg9EpM7FuF7zkyAzQ8/800EsFpxPfoaZzcTwq++5EMViDYbhfKyZpjWRiRDAZMiRn2QI6DTIREJHLBYZuKRkP8ePQa8XFbNUbaFYaUCWJGTTUcQ8Jiz9MXsHBcOwfA0uTmUVWX/DNGGawDPPHcKPX3gLiVgE775sHmtnvCUXg6zJ6LhwYwYRRQ50XZXNsiwUujM6daxfE8cFG9KeE9ZepmXBMEz8xysn8fqRAtbM2EszKwfIcbI/i6Mnizjwk4PIFWt412Ub8QtXbg6csHWOeQ1xXe3MWvo4CegvKwAUK02UKk1UG228diSPQrnpu4y2DWvj2HHpesR1FcVKY+gym1uKLGE23TlJAcLrp4JcYzTo9UFj9sceVn6v8SwLyA2YefeyJDbIuK4ZmvTrgdxgMuTAbzJkU1UFqZQORZGFXWgIrOwARMbtjSUqZue/GDpb5jVmWPV/5XAOJ/N1V0tibkU1GeuyYr7JBXSSF8sC3jpRgizLQurfm7xGdbU7a7QamaYFSEBjqawiE7bLLsgOvS7MK8uy8PPDOfzHz09CVAcqSUAypuHKbWuE1l0CML8mjojqfql/lP5hY1JiiojbO/N+Ml8DLO9LYoMwGQqPm33Lr9b70G4byOWqaLU6ZwaiOq7+ZEVk3N7/iY05GfXPlZqQJEloIpCIRkZeeOiFLEmoN9uQ5U6zFFF/O4Y9M7BaEyGgcwGwLEnCEyF7RggQe0y9fCgnLBECOicWczP+vrk4jKYpiKid66fCaKuiY/b/HTSm6P7PjqFrKhKaAk1AIkTjx2QogFbr3MyiicZpNS3hjcPUTdX3mLTPXg6wLEarC5MhIiIimmpMhoiIiGiqMRkiIiKiqcZkiIiIiKYakyEiIiKaakyGiIiIaKoxGSIiIqKpxmSIiIiIphqTISIiIppqTIaIiIhoqjEZCkBR+DvsRCQWe5XJYd9HkCYfP0kfZFlCKhVFNKoBGHxnZL/sO8yLjjno79UW044VRv2zKV1YPFutaXTji6JHFN70UbBGs41aoy38mNq8Liksni1fbgiP2WqbMExzIvoUO5bofiqMPsWyLCSTOpJJnfcnOwcwGfIoFotgdjYBfeku4L2CNDa7cfXeXTloA+59be8NEIN2CmHEtetaKDfx9kIZxUpTaP23nzeDi8+bQUQRd8hX620cP11Dc+mGvSI6W1WRsXFtAsnYyuNrNdFUGevXxDCfjUEVNEMqSxLWZqLYuCaGuK4IiSkB2DiXhBZRhLapeqONjWsTuOzCWWgRMcdUIhbBVRfNYcPaJPSIuPqn4xrkVdyn9McMK66omP39dDQawexscuCYQJODn55LqiojlYpCWRpMextXf0Pzcufl3uf3v87uvPzGHVQ++2/7ca93iR5UDhH1rzfayJUaMMxOuYqVJqr1FrKpKKK6KqT+a2dimEnpeOtEGUdPVVzHGqZlmDiRqyERVTGT0iHDWzkHkWUJs+koEjEDi8UGWm1TSFlFkCVgJqUjEVW79dywJo5StYVCuen7juupeASZhAZZPvNZ1RttLJYaaBv+oqYTGrZtziDWM0gFbVOGaSFXqqHe6MwKzqajeNcl8ziyUMKRE2XP9ZekTsLyP7auxSUXZKEsLbvMZWOoNdrIFRswfQ7eMV3BTCoKtecEIKw+pTfJEtlP+S3noD51UELkNu6ofhqwkE7H0Gq1USo1YBirp82SO0yGRpAkCYmEhlhMG9kovSYaTh3BoJj2893GHPU8L53isI5gUFm91N8wLeSKNdSXlpx6tQ0LJ/M1xHQV2ZQOWXa/T52epyoyLtyYxrpsDK8dKaBcaw2N51al3ka10cZMUu/O6gRNivSIgvWzMZRrbeTLDQic5fclEVORTerdhMUmSRLSCQ3xqIpcqYFaY+Vn6URTZcymdWgDZkKiuooNmoLiUqLllqrI2LopjTWZ6MDPwG+bKlaaKFVWJnyKLOH89Wmsy8bx2pG8p7KuXxPHjkvmkYxrK8oYj0YQ1VQUKw2Uqu6PU2UpmY46zFSE0af0t32RfYqfmMPi9pbVS/3dxFRVBdlsHLVaC5WK+CVPJ/NrEo5lGzUTtm42HkaRJo5kiVxInRCGYWJxcfTMQDQaQSLRWQ/2O4MyqLG5aVzD4g563bD38xtz1GOjYo6qv9PgMogkAZmEjmQ8MrA8fupvWRYWcjUcPFrszkiJ0DvA+/k8BjFME7lSE9V6W0AJvYks1cft0k2t0cZisTF0n0oSkO2bYRqmbZhYLDYGJs29Nq5N4B3zyWWzIaOMalOdWcu6qxkqy7JwulDH628Xhs7oxXQFOy5d7/q6o2bLQK5YR3PELGE6oSGd0Dy1Adsk9ClhxAyrnzZNC+VyA82muzY7N5fy9B697xW0jzFME/lcFabAfnA1cbNvmQwNoCidJbGIgMGst5EG6Vz6Y/bHs98jiP6yhhHT6+DSL6LKyKai0DVFWP1bbRNvHiviRK7m6/VOkjEVM8neZNpC0O8K1ZsGFov+9p1XkoTuTJefwaBYaaFQWTlLYi8pKj6uFK/Wly+n2pKxCLZtziARi3iOaZe3v02ZprU00+U9AW0bJg6fKOHoyTP9jLT0f5deMIvLL1wDVfV2rZFlWUv1r6+YJdQ1BbOpqOeYvbFF9ylnq58S1af2xrSJqH+z2UapVB+ZaPhNhgDgmX86iMXCyv5rNhPDr77nQhSLtaFLd6ZpnbOJEMBkyNGoZGjt2s7ZmogzepuojqA/poiOIOyYdtwgg0u/RFTFTDoKCeL2aanaxCuH8yNnH7yQZQkzSQ3JWETYPrUsC6VqC3kPyzFu2SlbPKoim9S618j51Tuj43WGyYlpWShWmihWWlBkqbvsKWLfmqYFSQLK1RYKleBLk5VaC68fyaNYbWEuG8O7L5tHOhHsm42GaaFQqqNSb3euL0vpiOreE9ZB2E+FU3/TtEauRgRJhh7Z/694+2R5xfZNc0l8+rfehVyugvYquvbwbHOzb3nNUB8/S2LuY4uNG0Zn4GYd34/ji1UYhinsupdKvY1IpIWkz5mAQVJxDRduTOFnh/LCYpqmhcViw/VykBv2NTr1Zhv1ptgOLhZVkEloiKhivs2kKjLmZqIwTAuKLAnZB7IkYSapY+vGDDRN8bQkNkqp2kS51hJ2lpyIRfCuS9chGdOQiEWE1F+RJcxmYkgnDMiKDFlw+xd9fhxGnxJWPxVGTEmSwJ8jWv2YDNFZYZrW2C8AdiOsRDgMYQ0EIpOLMzHFlzWiysLLCkD4coEkSSsukBZBUeSJOl6JVjPmq0RERDTVmAwRERHRVGMyRERERFNtIpKhY8eOYffu3di5cyeuvfZa3H777Xj11VfHXSwiIiI6B6z6ZKjZbOKOO+7AyZMn8a1vfQv79+9HIpHArbfeisXFxXEXj4iIiCbcqk+GXnjhBbzyyit48MEHccUVV+Ciiy7C3r17Ua1W8eMf/3jcxSMiIqIJt+qToYsuugiPPvoo5ufnu9vkpR9tKBaL4yoWERERnSNW/e8Mzc3N4X3ve9+ybfv27UO9XsfOnTt9x/X7s/VERERehTnmSNLgHzS1twX9JflpMPZk6MiRI7jhhhscH3/uuecwOzvb/feBAwfw0EMPYdeuXbj44ot9vacsS8hmE75e69ek/Ko1EU0G9inihblPwxxzFEWGOuBX4+0kKJ2Ohfbe54qxJ0Pz8/P4wQ9+4Ph4JpPp/v3kk0/igQcewE033YTPfOYzvt/TNC0Ui1XHx8M4aEXfNiPsuKJNQBG7FEWCIfhGqGHUX5IAWQJE319xUj4rw7SgmBZkHzd8dWLfR0pkzLBMe58ShjD3aT7vPOYAwcYdwzDRbq+8p6J9c9ZRN2o917nZt2NPhiKRCLZu3TryeXv37sVjjz2Gj3/849izZ0/gA3bYTevCuFmfHTeMmwqKFNYNEDesScAwLeSKdSE3Qo3pKhJRcfcls6XiGq67fD0WclUcOlZCK+DNDRVZwnnrU9iwJo5W20SuVEezFbxTSkQj2LC208APHi1iIbfyjtVeJWMRbH/HDKK6gnKthUI5+I1Kw2DfqPathTJURcbWTWnMpqOBj9dcqY5X3yqg1TaRSWhIJ4LfS0xRJGSSerfc7FNW941ae2OLjGeaVqg3SrUsa+BnZ2/rJEvTmwy5MfZkyA07EdqzZw9uu+220N+vUKghmdSF3PvH6QANErf39b03VhRdVhGdQm/ZFBmYy8ZRrbeQLzVg+JjSUBQJ2VQUMV1d1iHa7xG0rMrSjMDcTAxr0lEcOl7C8dPDz+icrJ2JYsvGNNSl4yiiypifTaBcbaJQbvia0YmoMrLpKPSI0q33Re+Ywfo1cbx+pIBKve05pqpIOH99CvOzcQBL99KKRRCPqsiXGqj6iBmWetPAYrGO9tLMXatt4uU385hJatiyKYOY7r1LazQNvHG0gMVio7utUOncsHU2rfuKCQDphIZ0Yvk9yUS3KftvkX1K/3sEEWafIjpmfwxR+7TdNlEq1QOVj8K36pOh559/Ho899hhuueUWfPjDH8bJkye7j8XjcSQS4pe0Wi0DuVwVsZiGxFJn5rVR9Ccswx73Gtc2KCHyE3dQx2f/7bdTHFR/+78xXUVUV1EsN1CqtlzH7B9cwq6/LANbNqaxfjaO144UUK65K2tMV7B1UwaZpD5wPyRiEcSjEeRLddfJiyQBmYSOZDzSs+1MeROxCK66aC2Onari8ImS60RzXTaGCzekoSjSyvoDWJOJIRFrI1dsoD3GaXbDMJErNx0Ts3y5iX//+Ulsnk9i81zS1TKXaVk4dqqCw8dLAxNTw7RwMl9HTFeQTemubwqrawpmU9GB+xQIp031P+41bn8Ze7eLbFNBYzrVP8g+7SUqIerM1ADlch31uvs+jsZn1SdDTz/9NIDON8j27du37LG7774b99xzT2jvXas10Wi0kEzq0PWI64bh1Ln0b/PSgEclV346xVEx7e1ep87d1F8CkEnqSMQiWCw20Gw5L505DS79MXvfX+Q+jUdVXLltDU4sVvHm8VJ3VqKfLAGb51PYPJdYEWNlXAuzmRgSMQO5Un3oclxMV5FN6ZBl5/rLS9s3rI1jbTaKg28XcargfDYaj6rYtimDVEJz3F/2Nj2iYP2aOErVJorlJs7mypllWSjX2si7WLKzALx1ooyFxRq2bs4gm9Idn1uoNPHaW3lXS7a1hoF6o4pMUkMq7rx0psgSZlI64tHhfYWfpMBNm/IbcxxtykvM3rIOixtW/f300/V6C5VKM5RlRwqHZE3hp2UYJhYXK55eo2kKksno0AHJzzr2qNeM6gSGxR32GhFnpyJi2vEqtc7SmdlTX7eDi1PMMMraNiwcOrbyGp3ZtI4tmzLQVG9Lq3Y5ytUWCpXlA76qyMimdER7lgTdxpQkCYVyA6+/XUCtcWbAV2QJ75hPYuPS9UZey2qYFnKlOuqN4Nd9jdJoGVgsNnxftzWb1rFlYwa6duZbNs22gUNHiziZ97dsoSoSZtNRRLXl39xJxiPIJHVIGH87HdVnhNFPBS1rGH3KqMfD6KcNo7Mk5uf6nLm5lOfX2B7Z/694+2R5xfZNc0l8+rfehVyuMtXXDLnZt6t+Zmi1aDYNLC5WEI9riMdXLp35TVqGnSkFWbd3OlNyMxvkNq6ImL2zLzFdRb7cQKXWWja4eI07bB8G3aeq0rlGZ342jtffLsAwLGxZuoDXz5S6/fxkvHONTq7UQL3RRjqhITVgSdBLzHRCwzXb53BkoYIjCyVk051rmCIeE7beuIoMzM3EUWu0kSvWfV33NYppWsiVG6jUgl2rtFhsIF9awHnrU1i/Jo6FXA2HjpVgBihz27CwkKshHlWRTWmI6RHMpvXudWFehdFOe2M49Sle405SPzWsrYdZ/0qlgZrLpXRafZgMeVSt2ktnUWhaZ/eJuIDPqQEHievUCYiI29uBiYoJWJhNRzGT8n6G7Rxz5aAgYp+m4hFcfdHaZUtGQePKMrB2JhZocOmPCQCb1yWwcS4BRQ7+7Rv7tVFNQSqhIV9qjHiFN82WgYVcTdjPBZgWcOhYCW8eL41cZvOiWm9jbSaK+dm4sH0KhNdO7djT3k+FUf9Go41KpREoyQ5qfk1iRd0sy8K6pS9F0GhMhnwwDAuFQg2pVBTRaPCv3/bqjSUqrtcpYbcxB/0tIqYssJx2XFGdYW9MAIDA/SpiYHGKq0jL30NEzGoIZ8H1piH8d5MACE2EbOuyZ759J8KgWRFRMfv/FhE3rDYVRv3DaFNA5wLpcc8GWZaF3/yVSxwfN0xzrInapGAyFMA0/4gVEdG0Ww1jgCRJeOafDmKxcOY6xtlMDL/6ngtRLNbQahlMhlxgMkRERDTBfn5ocdkF1JvmkvjV91wIw+CskFu8exsRERFNNSZDRERENNWYDBEREdFUYzJEREREU43JEBEREU01JkNEREQ01ZgMERER0VRjMkRERERTjckQERERTTUmQwGoKncfEdG0UlVl3EUgQTia+6AoMmZmYtD1CICVd1r2y767+qA7wgeN2xtfVMwwyxlGXNExJ+Fz6o8nsqzxWERIrF4xXYWqiL2pJgDIIfR0J3LViWlT/fFFxxUVcxLaVG8/nUjoSKdjkGXxxyydXbw3mQeSBMTjOmJ9g4CIOzg7vT7IHZx7X9t7R+ggcQfF7I0btP6D4oaxTwdtdxtT9D7tjTEo7mo8pqr1NoqVpq8YTlRFxrpsHOevT+GthTLePlkJHFORJVywIY112ShOFeo4eLSIthF8UFy/Jo6NaxPL2r7INiX6mLJj24P4ajymeuNOUpvSNAWzswlUq01Uq2LbBJ09TIZc0jQVqZQOSZIGNiS/naJTctH7b68NeFAnOOjvIB3NoLL6rf+geEFjutmnXuvvlLAF2afjrL/T+w6L2zYs5Io1NFqG69eNIgHIJHUk45FueToJTAyvHSmgVG35ijs3E8WFG9OILC1lrMvGMZuO4vDxEo6drvqKmYiq2LZ5Bsn4mRMiEZ9/f5wgJxqTdkz1x+n/288+HUc/HY9riEYjKJXqaAlsH3R2MBkaQVEkJJNRaJo6svF4bcBOHcGguG4bsNsOqfcscdTzh3UE/TEHveZsxbSfM+i1g+KGsU/dPn8S618oN1ESfOYb0xVkU1Eoysp1rHg0giu2rsHJfM3TjE5MV7Bt8wzSCW3FY6oiY8umDNZl43jtSB6VettVTFmWcOGGFOZn4477ys8+tV/nxEvyPonHVFhtyk1Mt6/xUn9ZBmZm4qjXW6hUGrxj/ARhMjREPK4hHj/Tobo9ixjVgP2cQY1qwG47wmHl7I/rd419VKfotnMZVlaRMZ3K6fRcN3HHVf8wjql6o41cqQFDYMeuyBJm01FE9eFdkCRJnRmdVBSHjhdxYrHm+FxZAs5bn+ouXw2TjEdw1UVrcWKxikPHSkPrNjcTxQUb09BcXCw7akbHTzu1n3suHVN+4k5S/XVdha6rqFQaqNX8zWzS2cVkaIBIREEqFYUsD55qdau/Advbev/rN2ZvPD8dQX9Mm93RBF1bd4opqv523N5YQcvav0+DxA1jn/aWrb+8QeI6ldUwLeRKNdQbYqf8M0kNqbjmqbyqKmPb5hnMz8bx+pHCihmdNWkdF27KQI+4/3aPJElYvyaBNZkoDh4t4mS+vuzxYTNMbmIDy2d0wmynfmParztbbSpIWSetTVlW5wJre+ms3TZ9l5HCx2RogEwmBiBYA7MNihE0rpepc69xRXSu/TEBf2duo2KO2uYnrt/ZsGExh/1bRExRcQHANC3IMlCsNFGqNCFyb0Q1Bdl0FOqAJTG3UnENV120FscXq3jzWAmqImPb5gxmUrrvmBFVwfbzsli/ponXjuTRaBo4b30KG9YmIAs4VsNuU6v5mBKVsPTHHPZvETFFxLVfrygy0ukYFheDfyGAwsNkqI8kiWu0K2OLjRvm4B3GPpjm+otMWm1hfEa1pSUxkWRZcrV05ZYkSdiwJoH5bAySFGz2tlc6oeGa7XMwLQuKwO/is02F05+GFTuMfRrGTzuQWEyGiCh0YQ1aoQxcQiMShW/dbHzov2k0JkNEREQTyrIs/NaNl67Ybpgmv83mAZMhIiKiCSVJEorFGgxj+QXapmkxGfKAyRAREdEEMwyT31YLiMvjRERENNWYDBEREdFUYzJEREREU43JEBEREU01JkNEREQ01ZgMERER0VRjMkREywS5d9gglmWh2TKE3+aBiEgUJkN9LKvzY1VhdNyiYw66c7WImL3/FRUzjHsehfkZTUr9RceMxyLYsLZzJ3dFFnOrC8sCTixWcex0BfVme/QLPMVmmxJpktqU6Jj9sUXG448frn5MhgbI56totQwAwRtG753l7c5LREw321ZD3LBi9t4JO6x9KkKY9Q/jmLLTn5iuYsPaBFJxLVDcXoZh4WSuhlP56opfy/Wit/69/w5iUo79sOKynwqv/s1mG/l8NVAsCh+ToQEMw0ShUEOxWPPdKHpf03szyd6/RcUNOij0dwRhl1NUzLNR1tW+T8OKa5c7k9Swfk0CekTxHNdJrWHg2KkKStWmp/IOK+eg5wSNG0bMIANt/0lAWOUMK66o+k9KmzJNC/l8FcVinTNDE4C34xii0Wij2WwjHtcRi0UAuLv7tlMDG7St9wzXTUyn5w4avEfF7X3vYXG9dgZu6++2nF5i2s8VEdPe3jslL2qf9r7/uOs/7LmSJEFVOnfBrtRayJcbQjp2C0C+1EC52sJsOgpdG55sjbNNeY3ppU25PaYGlWlQWSflmDrX21S12kS12hz5fFo9ODM0gmUBlUoDuVy1e+8Xp+Rg0JnLMG7OPtx0hP0x+zuGoHHdniWtpvoPO/t0mmEKUk6/ZR0V188+9Vp/t+WMR1VsWJNAcunEQIS2YWIhV8XpQg3GgCRrUo4pr3G9HlOrvf5hHPthxfV7TLmpf6tlYHGxwkRoAjEZcskwTOTzVZRKdVjW8obmtcH26m+8YcXtfw+3HcGguGejnGHFDRrzbNU/SMyw4nbqD2TTUczPxqGp4rqPar2NY6fKKNdaK/bvJBxTftvU2T6mVtuxOqz+QfZpWOV0imuaFgqFGgqFGpfEJhSXyTyq11toNNpIJDTEYssvLvUzaPW/1ssyl9uYdtxRU81e4vZOcw96Pz8xRcbrf31Y9Xd6Pz8xgZWDt4iYvXFF7dOIKkPXFDQF3inbsoBKrYVE9Ey3NI3HVBhtSmQ5bWG3qdW8T3tj1mpNVCqcCZp0TIZ8sCwL5XIDABCLaYEbbS+RsXpjihoMe2MO+ltkXJExw6q/22sJvMYVKayYjaYhPK4ekbvxRZm0Y0pkzN5YomNOQpsKo+698UqlOur1ltDYNB5cJguA06FERNPLNMXNjNJ4MRkiIiKiqcZkiIiIaIIpigxZ0C/GTysmQ0RERBPKsiyk0zHMZONMiAJgMkRERDShJEnCj55/E4rM2aEgmAwRERFNsFypPu4iTDwmQ0RERDTVmAwRERHRVGMyRERERFONyRARERFNtVWfDB0+fBh33XUXduzYgR07dmD37t04ceLEuItFRERE54hVnQw1m03s2rULpmli//792LdvHxYWFvDJT35y4I0yz7ZIRBl3ETxZDfvsXDL1+5Pf4hVu2o+pSat/JMLbe54rVnUydOzYMVxxxRX4yle+gu3bt+PSSy/Frl278NJLLyGXy42tXJGIgtnZxLJkSEQj7r/DsqiOoTeOyJhhlVNk3P5yTsI+FV3/QbFFxE3FNYi+B2q13oZpiitr2G1qEo4pAGgbprC4/eVc7fUPs03FYhFks3Go6qoeSsmFVZ3Wnn/++fja177W/ffRo0fx5JNP4vLLL0c2mz3r5ZFlCYmEjmg0MvDOykHuttzbSHtjBLkz9KDX9jZkvzEH3Qk66B2sh9U/aMzVXn+nmEHK2Vum3rgi6m/Hi0cj0DUF+VID1XrbVxl76REF2XQUiiJ33yusNjUNxxQAtNomcqU6mi0TMV1FNqVDlsW2U5HHlJvtXoXdphRFxsxMHPV6C5VKAxM2uUVLVnUy1Ou2227Ds88+i0wmg+9+97uBG4hXsVgEiYTe/Xf/+0uS5KtTGNbgezsbrzGdBldRg8LZrr/Tc5xiiq5//xml6PoPK6uf+js9P0j9B+1TRZaxJhNDMmZgsVjvzkB4IcsSsikdMV1dFjvMY8pPzDDa1KjP32/9LQCFUgPlWqu7vdZoo95oI53UkIprA99zWMww2pRTTHub3/oPK2tYx1Q0GoGuR1Au19FoBD85oLNLskTNR/pw5MgR3HDDDY6PP/fcc5idnQUA/OxnP0Oz2cQ3vvENvPjii3jqqaewYcMGX+9rGCaKxZqr5yqKjERChyxLQga43ufYDdNNXLfPFzlwhh2T9Rdb/3HvU8uyUK61UCg14LZTScUjSC+1r1GxR5Vh3PX3WtYwYkqShEqthXy5AdN0/hRURcZsWoeuqSOPKdsk1N/m9vMf9Xy/x1SrZaBaHf4Z9MtmE66f2++v/+EV/O8btqNYrMHwcUJyrnOzb8eaDLVaLRw+fNjx8QsuuACKsvwi5Wq1iuuvvx633HIL7r77bl/vG2RGhIiGMwwTuVIDtSFnx1pERjYdhaZO1pcQVivLstA2LORKdTSahuvXxaMqZlI6ZMn9yR6tPn/zf1/D/7p+27iLMdHGukwWiUSwdetWx8ePHTuGF198ETfeeGN3Wzwex+bNm7GwsOD7fU3TQrFYdXxc01TEPU4jO+k9s7CJ6HT644lI8HrPvkSt109y/UWVU3T9+2OKLm/QmIoiY+1MDPVmG4uFOgyzt+5ANhVFPKr6Lu8kH1P230Fj9te/UG6iVG16jlWtt1FrtJFJ6kjGIt3tq73+/cLYp6LiWpaFSqWJdnt4khpkZsg0O7NBnBkazM2+XdXXDL388su477778Mwzz2DLli0AgGKxiIMHD+Kmm24KFLvddj5gZmbEJEKDYog6+wpjMOi/XkOESau/qA67N2Zv7DCOKadtQeMHjRnVVGxYm0Cp2kSp0kRMVzGTiga+s/akHVMi4/XGMUwLrZaBXKmxLOH0yrKAfKmBSq2FuZlY9/NZ7W0KEDfLH+YxBQCJhI7Tp8tCYg5i72PDMIeObeRsVX8fcOfOnbjkkkuwZ88e/Pd//zd++tOf4t5770U2m8VHPvKRUN5TkjoHcBhTxqJjTtq09iTUP6x9GsbSbBjH6aCz46Dx0gkdm9alMJuJBU6EBsVfzfHCdPx0Baf6Zt6CaLVN1D0ssbkV5j6dhD6g006FhqQQrOpkSNM0fOc738F5552HT3ziE7jllluQTqfx+OOPI5lMjrt4REREdA5Y1ctkALBu3To89NBD4y4GERERnaNW9cwQERERUdiYDBEREdFUYzJEREQ0wbKp6LiLMPGYDBEREU0oy7Lwwf95PgzT9PSL17Tcqr+AmoiIiAazf0TYNC0mQwEwGSIiIppg/KHF4LhMRkRERFONyRARERFNNSZDRLTMJN2SgohIBCZDfSyrc7M7kfdncroj8mqMa99lmfVf3fXvjRVG3Gncp2HFDav+qiK++24Z5sTUP8xjSnRcXtOz+jEZGiCXq6LRaAMIPih0GhZQLNZQqTSENDQ7Rq3WQqHQ+RaBiJgA0GoZKBSqaC7dsFFEXNO0UChUUa02hda/Wm2iUKgJiwkAjUYbhUINhmEu2x4krmGYyOerqNdbAusPlEp1lEp1WJaYcgKd+ufzVSEnBPbr220D+XxNcJuyltpUGMeU2DbVbBrI56totcS2KV0GlECRVqpVmygWayEcU7VuQhAk7pljykSh0GlTQWPar+/tp8XFPNNP0+omWaJPrSaAYZhYXKyMfF4koiCZ1KEosuelA3u31uutpSSos12WJSQSOqLRiOc7mdvPb7XaKJUa3QEbAOJxDfG4BsD7MofdaMvlRnfAAgBNU5BMRiHL3u+Obte/Wm2iWm12tyuKhGQyCk1Tfde/0WijXK53v0YqSUA8riMWiyz923tZTdNCqVTvDliqKiObTcA0LUiSv5gAUKk0UKu1uttVVUYyGUUkoviuf73eQrnc6L6HJElIJoMdU+22AVVVkMtVuoNWLBZBIqF338MLe3Apl+vLjqlIREEqFeyYqtVaqFaXt6lkUoeu+69/s9k5pgzjTHcYtE2ZpoVyud49sQAATVORSulLdzIX06ZMC2hZQJCOXAYQkdC9u7okodtPdf7tvayGYaJcbnTbFABEo51jym+bsqxOm7KTIABQVQWp1Grspw2USvVl/fQwc3MpT2W3uR3PppmbfctkyAUvg0JvQyiX647To14HBafBpVdnUIhC190lGk6DSz97UHBbTqfBpZeuq0gm3Q8KToNLL0WRkUq5TzScBhfgTDKUz1eg6xHXg0JvwlKpNBx/98ProOA0uPTymrz3Di7ttoFsNrEsGQK8DwpOg0s/L4mG28HFa/LudBLQy2vyPuyYsnlN3p1OApY/BzDRSYq8kACoEqA4FMFr8u50ErDsPT0m704nAf389NPtdueYOpv9tBMmQ+FhMuTAz8Hj5uzT6cxlmFGDgtvBpZemdRINpwbs58xF0xRkMvFlrx8Ud9Tg0svNoOBmcOnXSbSijomGm8HFTobs5EBVO4mWqjoPCoNmmIZxMyi4GVz6jRoUBg0u/fXtN2pQcDu49HKTvPsZXNy0qTP1r7tqU6OS9+UnAQ1XbaqTvOuIRIbXv3MS0ECzObr+1tIskZu5CFXqLLO5mfQYlbyfaVOdY8rNj/+5Sd7dnAT0kmUJqdTw5HW19NP9mAyFh8mQgyAHz6BBwe2Zi5NBg4LbGaZhEgkNsdjyBuz3zMUeLMvleneWqDcmMHqGycmgGR0/g0svp2l+t4OLU3IwaFDwk7D1GjQo+Blcejkl706Dy6hkyDZoUPAzuPQalLwHHVwURUYyqS8bFIctCbrhlLx7PQnoNyh5P9OmmqhUvB9Tw5bOZHQSIdnjlwadknevJwH9BiXvfk4CbPaxbBjmWemngc6Y4vYkwAmTofAwGXIg4uDpXTqyG4KfjqCXPSgoigzTtHwPLr36BwW/g0vvYGkYZndQ8LM27iQaVZFIdBJN0zR9Dy795e6d0XE7uAxLDnoHBQBDZ5i8sAcFkceUnbwrigzLshwHF7fJELB8UADge3DpZyfvXmeYhrFndGTZblOdmG7rOkh/8u73JKBXb/Ie5CSgl2UBBoD2UrnsJTEZ7maDnNjJu92m/J4E9OpdjgXg+yQAWH4sa5ra7afbbcP1DNMw9nKs3abK5eD9NMBkKExMhhyIOnjspSO/naoTXVfRbBqBB5dedsftt5yDBktFkaEokuM1PH5IUicpbDbbgQaXfpqmwjBM14OLm+RAVeVuMiiKLEuIRJTASWA/XVfRahmOg4uXZMgW9JgapHNMya6WhNzqP6b81HUQTVNgGFbgk4BeqipDlsW2KVmREI3paNQajtfw+aFpKtpt52PKj0ik8/24IG2q//OVZQmqqgg9pgDx/TSTofC42be8N1kAYd0UT/RACATrXJx0kguxMS0rnPqL7giBcO4HZJpWKPWfrGNK7H4N75gSX/8wjilZkpCIRdCsNxHsO2fLhdGmwjimTNMKpaxhHFM0PvydISIiIppqTIaIiIhoqjEZIiIioqk2lRdQ218FFUFRZOHXOKxW01RXgPU9l01TXQHWdxIoPu81xwuoR+O3yYiIiIhG4DIZERERTTUmQ0RERDTVmAwRERHRVGMyRERERFONyRARERFNNSZDRERENNWYDBEREdFUYzJEREREU43JEBEREU01JkNEREQ01ZgMERER0VRjMkRERERTjcmQAIcPH8Zdd92FHTt2YMeOHdi9ezdOnDgx7mKF5tixY9i9ezd27tyJa6+9FrfffjteffXVcRcrdF/4whfw2c9+dtzFEMo0TfzxH/8xfumXfglXX301fvu3fxtvvfXWuIt1Vnz729/GLbfcMu5ihCafz+MLX/gC3vve9+Kd73wnfvM3fxMvvPDCuIsVmtOnT+P+++/Hddddh2uuuQZ33HEHXn/99XEXiyYEk6GAms0mdu3aBdM0sX//fuzbtw8LCwv45Cc/Ccuyxl084ZrNJu644w6cPHkS3/rWt7B//34kEgnceuutWFxcHHfxQmGaJh5++GH85V/+5biLItyf/umfYv/+/XjggQfwF3/xFzBNE5/4xCfQbDbHXbRQPfHEE3jkkUfGXYxQ7d69G//+7/+Ohx9+GN///vdx6aWX4vbbb8cbb7wx7qKF4lOf+hTefPNNPProo/jrv/5rRKNR7Nq1C7VabdxFo0lgUSCHDh2y7r33Xuv06dPdbQcOHLC2b9++bNu54tlnn7W2b99uHT9+vLutXq9bV111lfW9731vjCULx2uvvWbdfPPN1nXXXWe9//3vt/bs2TPuIgnTaDSsa665xnriiSe62wqFgnXllVdaf//3fz/GkoXn+PHj1p133mldffXV1o033mh97GMfG3eRQnHo0CFr+/bt1gsvvNDdZpqm9cEPftB65JFHxliycOTzeWv37t3Wz3/+8+62n/3sZ9b27dutF198cYwlo0nBmaGAzj//fHzta1/D7OwsAODo0aN48skncfnllyObzY65dOJddNFFePTRRzE/P9/dJsudw6hYLI6rWKH5yU9+gq1bt+Lpp5/G5s2bx10coV5++WVUKhX8wi/8QndbOp3GZZddhn/5l38ZY8nC89Of/hSRSAR/93d/h6uuumrcxQlNNpvFo48+iiuuuKK7TZIkSJJ0TrbTTCaDhx56CNu3bwcALC4u4s///M+xfv16bNu2bcylo0mgjrsA55LbbrsNzz77LDKZDL773e9CkqRxF0m4ubk5vO9971u2bd++fajX69i5c+eYShWej370o+MuQmiOHz8OANiwYcOy7evWres+dq75wAc+gA984APjLkbo0un0inb6wx/+EG+++SY+97nPjalUZ8cf/MEf4K/+6q+gaRq++c1vIh6Pj7tINAGYDI1w5MgR3HDDDY6PP/fcc91Zofvvvx/33XcfvvGNb2DXrl146qmnVgw0q52X+gLAgQMH8NBDD2HXrl24+OKLz0YRhfFa13ONfS2FpmnLtuu6jkKhMI4iUUj+7d/+Db//+7+PD33oQ3j/+98/7uKE6tZbb8XNN9+MJ554Ap/61Kewf/9+XH755eMuFq1yTIZGmJ+fxw9+8APHxzOZTPfvSy+9FADwyCOP4Prrr8f3v/993H333aGXUSQv9X3yySfxwAMP4KabbsJnPvOZs1E8obzU9VwUjUYBdC6Kt/8GgEajgVgsNq5ikWA/+tGP8Hu/93t45zvfiQcffHDcxQmdvSz2pS99CS+++CIef/xxfOUrXxlzqWi1YzI0QiQSwdatWx0fP3bsGF588UXceOON3W3xeBybN2/GwsLC2SiiUKPqa9u7dy8ee+wxfPzjH8eePXsmcknQbV3PVfas5cLCAs4777zu9oWFhYmb5aPBHn/8cXzpS1/CjTfeiK9+9asrZgHPFYuLi3juuefwK7/yK1DVzrAmyzK2bds2kf0wnX28gDqgl19+Gffdd9+yr6sWi0UcPHjwnB1o7URoz549+OxnPzuRiRABl1xyCZLJJJ5//vnutmKxiJdeegnXXnvtGEtGItg/mfDRj34UDz/88DmbCAHAqVOnsHv3bjz33HPdba1WCy+99NI52w+TWJwZCmjnzp245JJLsGfPHvzhH/4hJEnC3r17kc1m8ZGPfGTcxRPu+eefx2OPPYZbbrkFH/7wh3Hy5MnuY/F4HIlEYoylIy80TcPHPvYxPPjgg5idncWmTZuwd+9erF+/Hh/60IfGXTwK4ODBg/jyl7+MX/7lX8add96JU6dOdR+LRqNIpVJjLJ1427dvx3vf+1588YtfxBe/+EVkMhl8+9vfRrFYxK5du8ZdPJoATIYC0jQN3/nOd/DVr361+2N1v/iLv4jHH38cyWRy3MUT7umnnwbQ+QbZvn37lj12991345577hlHscine++9F+12G5///OdRr9dx7bXX4s/+7M8QiUTGXTQK4Ic//CFarRYOHDiAAwcOLHvsN37jN/BHf/RHYypZeB5++GE89NBD+N3f/V2USiXs2LEDTzzxBDZu3DjuotEEkCzrHPyZZCIiIiKXeM0QERERTTUmQ0RERDTVmAwRERHRVGMyRERERFONyRARERFNNSZDRERENNWYDBEREdFUYzJEREREU43JEBEREU01JkNEREQ01ZgMERER0VRjMkRErv3DP/wDLr74Ynz961/vbnv99ddx5ZVX4nOf+9wYS0ZE5B9v1EpEntx///145pln8Ld/+7c4//zzcfPNN6NYLOKpp55CIpEYd/GIiDxjMkREnhQKBfzar/0atmzZguuuuw5f//rXsX//flx99dXjLhoRkS9MhojIs3/8x3/EnXfeCVmW8Tu/8zu45557xl0kIiLfeM0QEXn2nve8B+vWrYNpmrj++uvHXRwiokCYDBGRZ3/yJ3+CfD6PLVu24POf/zxarda4i0RE5BuTISLy5D//8z/x2GOP4a677sLevXvxyiuv4Jvf/Oa4i0VE5BuvGSIi15rNJn79138diqLgb/7mbxCJRPDlL38ZTzzxBL73ve/hsssuG3cRiYg848wQEbn2yCOP4ODBg3jggQcQiUQAAJ/+9Kexbt067NmzB81mc8wlJCLyjjNDRERENNU4M0RERERTjckQERERTTUmQ0RERDTVmAwRERHRVGMyRERERFONyRARERFNNSZDRERENNWYDBEREdFUYzJEREREU43JEBEREU01JkNEREQ01ZgMERER0VT7/0VGVlpwD8PGAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制二维直方图\n",
    "sns.jointplot(x=\"x\", y=\"y\", data=dataframe_obj, kind=\"hex\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T03:57:38.291509Z",
     "start_time": "2024-02-23T03:57:38.004958Z"
    }
   },
   "id": "bc835b7ffdc2ece3",
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "从六边形颜色的深浅，可以观察到数据密集的程度，另外，图形的上方和右侧仍然给出了直方图。注意，在绘制二维直方图时，最好使用白色背景。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "55e3b9b7f3ccaa7c"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 3.3 绘制核密度估计图形\n",
    "利用核密度估计同样可以查看二元分布，其用等高线图来表示。当调用jointplot()函数时只要传入ind=\"kde\"，就可以绘制核密度估计图形，具体示例代码如下。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "82ff2d042b037c24"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.JointGrid at 0x22700ca3b60>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 600x600 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=dataframe_obj, kind=\"kde\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T04:04:00.289632900Z",
     "start_time": "2024-02-23T04:03:59.844880100Z"
    }
   },
   "id": "e58060d36296235e",
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "source": [
    "上述示例中，绘制了核密度的等高线图，另外，在图形的上方和右侧给出了核密度曲线图。\n",
    "**通过观等高线的颜色深浅，可以看出哪个范围的数值分布的最多，哪个范围的数值分布的最少**\n",
    "# 4 绘制成对的双变量分布\n",
    "要想在数据集中绘制多个成对的双变量分布，则可以使用pairplot()函数实现，该函数会创建一个坐标轴矩阵，并且显示Datafram对象中每对变量的关系。另外，pairplot()函数也可以绘制每个变量在对角轴上的单变量分布。\n",
    "\n",
    "接下来，通过 sns.pairplot()函数绘制数据集变量间关系的图形，示例代码如下"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "e32eadabf5e95d3e"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "   sepal_length  sepal_width  petal_length  petal_width species\n0           5.1          3.5           1.4          0.2  setosa\n1           4.9          3.0           1.4          0.2  setosa\n2           4.7          3.2           1.3          0.2  setosa\n3           4.6          3.1           1.5          0.2  setosa\n4           5.0          3.6           1.4          0.2  setosa",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>sepal_length</th>\n      <th>sepal_width</th>\n      <th>petal_length</th>\n      <th>petal_width</th>\n      <th>species</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>5.1</td>\n      <td>3.5</td>\n      <td>1.4</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>4.9</td>\n      <td>3.0</td>\n      <td>1.4</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>4.7</td>\n      <td>3.2</td>\n      <td>1.3</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4.6</td>\n      <td>3.1</td>\n      <td>1.5</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5.0</td>\n      <td>3.6</td>\n      <td>1.4</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 加载seaborn中的数据集\n",
    "dataset = sns.load_dataset(\"iris\")\n",
    "\n",
    "dataset.head()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T04:09:37.595558400Z",
     "start_time": "2024-02-23T04:09:36.897001200Z"
    }
   },
   "id": "4186d794534bc248",
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.PairGrid at 0x2270124c260>"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 20 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制多个成对的双变量分布\n",
    "sns.pairplot(dataset)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T04:09:48.612372100Z",
     "start_time": "2024-02-23T04:09:46.500204300Z"
    }
   },
   "id": "1d208aa1a67da2b6",
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 5 小结\n",
    "- Seaborn的基本使用【了解】\n",
    "- 绘制单变量分布图形【知道】\n",
    "    - seaborn.distplot()\n",
    "- 绘制双变量分布图形【知道】\n",
    "    - seaborn.jointplot()\n",
    "- 绘制成对的双变量分布图形【知道】\n",
    "    - Seaborn.pairplot()"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "9137590c93c8fa94"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
